Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [2]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)

Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[3]:
<matplotlib.image.AxesImage at 0x7fb4f5605908>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [4]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[4]:
<matplotlib.image.AxesImage at 0x7fb4f55fb908>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [5]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))

TensorFlow Version: 1.0.0
Default GPU Device: /gpu:0
In [6]:
ALPHA = 0.2

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [7]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    input_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
    input_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
    learning_rate = tf.placeholder(tf.float32, None, name='learning_rate')
    
    return (input_real, input_z, learning_rate)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)

Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).

In [8]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param image: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    with tf.variable_scope('discriminator', reuse=reuse):
        conv_1 = tf.layers.conv2d(images, filters=64, kernel_size=5, strides=2, padding='same')
        conv_1 = tf.maximum(ALPHA * conv_1, conv_1)
        
        conv_2 = tf.layers.conv2d(conv_1, filters=128, kernel_size=5, strides=2, padding='same')
        conv_2 = tf.layers.batch_normalization(conv_2, training=True)
        conv_2 = tf.maximum(conv_2 * ALPHA, conv_2)

        conv_3 = tf.layers.conv2d(conv_2, filters=256, kernel_size=5, strides=2, padding='same')
        conv_3 = tf.layers.batch_normalization(conv_3, training=True)
        conv_3 = tf.maximum(conv_3 * ALPHA, conv_3)
        
        flattened = tf.reshape(conv_3, (-1, 4*4*256))
        logits = tf.layers.dense(flattened, 1)
        output = tf.sigmoid(logits)
        
        return output, logits

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)

Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [9]:
def generator(z, out_channel_dim, is_train=True, alpha=0.1, stddev=0.02):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    with tf.variable_scope('generator', reuse=not is_train):
        layer = tf.layers.dense(z, 4 * 4 * 512)
        layer = tf.reshape(layer, (-1, 4, 4, 512))
        layer = tf.layers.batch_normalization(layer, training=is_train)
        layer = tf.maximum(ALPHA * layer, layer)

        conv1 = tf.layers.conv2d_transpose(layer, 256, 4, 1, padding='valid')
        conv1 = tf.layers.batch_normalization(conv1, training=is_train)
        conv1 = tf.maximum(ALPHA * conv1, conv1)
        
        conv2 = tf.layers.conv2d_transpose(conv1, 128, 4, 1, padding='same')
        conv2 = tf.layers.batch_normalization(conv2, training=is_train)
        conv2 = tf.maximum(ALPHA * conv2, conv2)
        
        conv3 = tf.layers.conv2d_transpose(conv2, 64, 5, 2, padding='same')
        conv3 = tf.layers.batch_normalization(conv3, training=is_train)
        conv3 = tf.maximum(ALPHA * conv3, conv3)
        
        conv4 = tf.layers.conv2d_transpose(conv3, 32, 5, 2, padding='same')
        conv4 = tf.layers.batch_normalization(conv4, training=is_train)
        conv4 = tf.maximum(ALPHA * conv4, conv4)
        
        logits = tf.layers.conv2d_transpose(conv4, out_channel_dim, 3, 1, padding='same', kernel_initializer=tf.random_normal_initializer(stddev=stddev))
        output = tf.tanh(logits)
        
        return output

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)

Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [10]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    gen_model = generator(input_z, out_channel_dim)
    dis_model_real, dis_logits_real = discriminator(input_real)
    dis_model_fake, dis_logits_fake = discriminator(gen_model, reuse=True)
    
    dis_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=dis_logits_real, labels=tf.ones_like(dis_logits_real) * 0.9))
    dis_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=dis_logits_fake, labels=tf.zeros_like(dis_logits_fake)))
    
    dis_loss = dis_loss_real + dis_loss_fake
    gen_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=dis_logits_fake, labels=tf.ones_like(dis_logits_fake)))
    
    return dis_loss, gen_loss

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)

Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [11]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    train_vars = tf.trainable_variables()
    d_vars = [var for var in train_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in train_vars if var.name.startswith('generator')]
    
    update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
    gen_updates = [op for op in update_ops if op.name.startswith('generator')]
    
    with tf.control_dependencies(gen_updates):
        d_train_ops = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_ops = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
    
        return d_train_ops, g_train_ops

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)

Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [12]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    random_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(generator(input_z, out_channel_dim, False), feed_dict={input_z: random_z})

    img_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(img_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [13]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    _, image_width, image_height, image_channels = data_shape
    
    input_real, input_z, in_learning_rate = model_inputs(image_width, image_height, image_channels, z_dim)
    dis_loss, gen_loss = model_loss(input_real, input_z, image_channels)
    dis_ops, gen_ops = model_opt(dis_loss, gen_loss, learning_rate, beta1)
    
    _iters = 0
    _show = 100
    
    saver = tf.train.Saver()
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                _iters += 1     
                batch_images *= 2
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                
                _ = sess.run(dis_ops, feed_dict={input_real: batch_images, input_z: batch_z, in_learning_rate: learning_rate})
                _ = sess.run(gen_ops, feed_dict={input_z: batch_z, in_learning_rate: learning_rate })
                
                dis_loss_train = dis_loss.eval({input_z: batch_z, input_real: batch_images})
                gen_loss_train = gen_loss.eval({input_z: batch_z})

                print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                     "Discriminator Loss: {:.4f}...".format(dis_loss_train),
                     "Generator Loss: {:.4f}".format(gen_loss_train))
                    
                if _iters % _show == 0:
                    show_generator_output(sess, 25, input_z, image_channels, data_image_mode)

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [15]:
batch_size = 128
z_dim = 100
learning_rate = 0.0005
beta1 = 0.3

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 3

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)

Epoch 1/3... Discriminator Loss: 14.3738... Generator Loss: 0.0000
Epoch 1/3... Discriminator Loss: 7.2188... Generator Loss: 0.0015
Epoch 1/3... Discriminator Loss: 5.9119... Generator Loss: 1.0950
Epoch 1/3... Discriminator Loss: 6.7873... Generator Loss: 0.0037
Epoch 1/3... Discriminator Loss: 0.6139... Generator Loss: 4.3721
Epoch 1/3... Discriminator Loss: 8.6224... Generator Loss: 0.0003
Epoch 1/3... Discriminator Loss: 2.7169... Generator Loss: 6.3961
Epoch 1/3... Discriminator Loss: 4.9433... Generator Loss: 0.0115
Epoch 1/3... Discriminator Loss: 1.7861... Generator Loss: 8.8800
Epoch 1/3... Discriminator Loss: 7.2891... Generator Loss: 0.0011
Epoch 1/3... Discriminator Loss: 2.3604... Generator Loss: 7.1766
Epoch 1/3... Discriminator Loss: 1.9138... Generator Loss: 0.2865
Epoch 1/3... Discriminator Loss: 1.2973... Generator Loss: 3.7803
Epoch 1/3... Discriminator Loss: 3.3351... Generator Loss: 0.0565
Epoch 1/3... Discriminator Loss: 2.0397... Generator Loss: 9.6262
Epoch 1/3... Discriminator Loss: 3.8438... Generator Loss: 0.0366
Epoch 1/3... Discriminator Loss: 2.6800... Generator Loss: 6.6411
Epoch 1/3... Discriminator Loss: 1.1990... Generator Loss: 0.7288
Epoch 1/3... Discriminator Loss: 0.9529... Generator Loss: 1.1116
Epoch 1/3... Discriminator Loss: 1.4523... Generator Loss: 0.6599
Epoch 1/3... Discriminator Loss: 1.5743... Generator Loss: 3.9921
Epoch 1/3... Discriminator Loss: 3.9975... Generator Loss: 0.0303
Epoch 1/3... Discriminator Loss: 2.9981... Generator Loss: 7.7885
Epoch 1/3... Discriminator Loss: 0.7520... Generator Loss: 2.0921
Epoch 1/3... Discriminator Loss: 2.1382... Generator Loss: 0.1915
Epoch 1/3... Discriminator Loss: 1.7181... Generator Loss: 8.7513
Epoch 1/3... Discriminator Loss: 1.0643... Generator Loss: 0.8764
Epoch 1/3... Discriminator Loss: 0.9591... Generator Loss: 1.1077
Epoch 1/3... Discriminator Loss: 0.6618... Generator Loss: 3.7436
Epoch 1/3... Discriminator Loss: 2.0776... Generator Loss: 0.2039
Epoch 1/3... Discriminator Loss: 1.9901... Generator Loss: 9.7656
Epoch 1/3... Discriminator Loss: 1.3618... Generator Loss: 0.5543
Epoch 1/3... Discriminator Loss: 0.8258... Generator Loss: 5.3871
Epoch 1/3... Discriminator Loss: 0.5764... Generator Loss: 1.7246
Epoch 1/3... Discriminator Loss: 1.5438... Generator Loss: 0.3804
Epoch 1/3... Discriminator Loss: 2.1850... Generator Loss: 7.3523
Epoch 1/3... Discriminator Loss: 2.5341... Generator Loss: 0.1372
Epoch 1/3... Discriminator Loss: 1.5848... Generator Loss: 8.0487
Epoch 1/3... Discriminator Loss: 0.4120... Generator Loss: 3.4420
Epoch 1/3... Discriminator Loss: 0.9713... Generator Loss: 0.8752
Epoch 1/3... Discriminator Loss: 0.5716... Generator Loss: 4.0507
Epoch 1/3... Discriminator Loss: 0.9170... Generator Loss: 0.9737
Epoch 1/3... Discriminator Loss: 0.9839... Generator Loss: 1.9263
Epoch 1/3... Discriminator Loss: 1.0023... Generator Loss: 0.8419
Epoch 1/3... Discriminator Loss: 0.7959... Generator Loss: 6.3629
Epoch 1/3... Discriminator Loss: 0.5439... Generator Loss: 1.8875
Epoch 1/3... Discriminator Loss: 0.7816... Generator Loss: 1.1499
Epoch 1/3... Discriminator Loss: 0.7632... Generator Loss: 3.6990
Epoch 1/3... Discriminator Loss: 1.3454... Generator Loss: 0.5037
Epoch 1/3... Discriminator Loss: 1.3832... Generator Loss: 7.3361
Epoch 1/3... Discriminator Loss: 0.6538... Generator Loss: 1.4572
Epoch 1/3... Discriminator Loss: 0.9377... Generator Loss: 0.9196
Epoch 1/3... Discriminator Loss: 1.1420... Generator Loss: 4.2310
Epoch 1/3... Discriminator Loss: 1.0682... Generator Loss: 0.7426
Epoch 1/3... Discriminator Loss: 0.9413... Generator Loss: 4.3676
Epoch 1/3... Discriminator Loss: 0.8660... Generator Loss: 1.0929
Epoch 1/3... Discriminator Loss: 0.5923... Generator Loss: 2.6475
Epoch 1/3... Discriminator Loss: 0.9291... Generator Loss: 1.0329
Epoch 1/3... Discriminator Loss: 0.7785... Generator Loss: 4.3592
Epoch 1/3... Discriminator Loss: 1.4439... Generator Loss: 0.4792
Epoch 1/3... Discriminator Loss: 1.3163... Generator Loss: 4.1841
Epoch 1/3... Discriminator Loss: 1.0171... Generator Loss: 0.8883
Epoch 1/3... Discriminator Loss: 0.6372... Generator Loss: 2.2708
Epoch 1/3... Discriminator Loss: 0.8487... Generator Loss: 1.3038
Epoch 1/3... Discriminator Loss: 0.9621... Generator Loss: 1.4357
Epoch 1/3... Discriminator Loss: 0.9533... Generator Loss: 1.5180
Epoch 1/3... Discriminator Loss: 1.2327... Generator Loss: 0.6895
Epoch 1/3... Discriminator Loss: 1.0342... Generator Loss: 2.7644
Epoch 1/3... Discriminator Loss: 1.3076... Generator Loss: 0.7115
Epoch 1/3... Discriminator Loss: 0.9850... Generator Loss: 2.7335
Epoch 1/3... Discriminator Loss: 1.4546... Generator Loss: 0.5250
Epoch 1/3... Discriminator Loss: 1.4086... Generator Loss: 3.4095
Epoch 1/3... Discriminator Loss: 1.7260... Generator Loss: 0.3506
Epoch 1/3... Discriminator Loss: 1.5935... Generator Loss: 3.2807
Epoch 1/3... Discriminator Loss: 1.4557... Generator Loss: 0.5777
Epoch 1/3... Discriminator Loss: 1.0107... Generator Loss: 2.3797
Epoch 1/3... Discriminator Loss: 1.1777... Generator Loss: 0.7254
Epoch 1/3... Discriminator Loss: 1.1642... Generator Loss: 2.1432
Epoch 1/3... Discriminator Loss: 1.7469... Generator Loss: 0.3361
Epoch 1/3... Discriminator Loss: 2.0034... Generator Loss: 4.9193
Epoch 1/3... Discriminator Loss: 1.5286... Generator Loss: 0.5339
Epoch 1/3... Discriminator Loss: 1.2523... Generator Loss: 2.2689
Epoch 1/3... Discriminator Loss: 1.6908... Generator Loss: 0.4194
Epoch 1/3... Discriminator Loss: 1.5094... Generator Loss: 2.6360
Epoch 1/3... Discriminator Loss: 2.2798... Generator Loss: 0.2077
Epoch 1/3... Discriminator Loss: 1.8576... Generator Loss: 3.8206
Epoch 1/3... Discriminator Loss: 1.3667... Generator Loss: 0.7025
Epoch 1/3... Discriminator Loss: 1.0330... Generator Loss: 1.4818
Epoch 1/3... Discriminator Loss: 1.1700... Generator Loss: 1.0017
Epoch 1/3... Discriminator Loss: 1.1745... Generator Loss: 1.1592
Epoch 1/3... Discriminator Loss: 1.1630... Generator Loss: 0.9063
Epoch 1/3... Discriminator Loss: 1.0681... Generator Loss: 1.4920
Epoch 1/3... Discriminator Loss: 1.6929... Generator Loss: 0.4009
Epoch 1/3... Discriminator Loss: 2.1263... Generator Loss: 3.3425
Epoch 1/3... Discriminator Loss: 2.2732... Generator Loss: 0.2101
Epoch 1/3... Discriminator Loss: 1.7207... Generator Loss: 2.7845
Epoch 1/3... Discriminator Loss: 1.4456... Generator Loss: 0.5202
Epoch 1/3... Discriminator Loss: 1.0299... Generator Loss: 2.1678
Epoch 1/3... Discriminator Loss: 0.9295... Generator Loss: 1.0388
Epoch 1/3... Discriminator Loss: 0.9052... Generator Loss: 1.5263

Epoch 1/3... Discriminator Loss: 0.9535... Generator Loss: 1.1868
Epoch 1/3... Discriminator Loss: 0.9884... Generator Loss: 1.2099
Epoch 1/3... Discriminator Loss: 0.9974... Generator Loss: 1.1589
Epoch 1/3... Discriminator Loss: 0.9047... Generator Loss: 1.3317
Epoch 1/3... Discriminator Loss: 1.0241... Generator Loss: 1.1075
Epoch 1/3... Discriminator Loss: 1.0891... Generator Loss: 1.1472
Epoch 1/3... Discriminator Loss: 1.1154... Generator Loss: 1.0943
Epoch 1/3... Discriminator Loss: 1.2463... Generator Loss: 0.9423
Epoch 1/3... Discriminator Loss: 1.1761... Generator Loss: 1.1212
Epoch 1/3... Discriminator Loss: 1.2495... Generator Loss: 0.7236
Epoch 1/3... Discriminator Loss: 1.2474... Generator Loss: 1.6911
Epoch 1/3... Discriminator Loss: 1.6906... Generator Loss: 0.3750
Epoch 1/3... Discriminator Loss: 2.0213... Generator Loss: 3.4009
Epoch 1/3... Discriminator Loss: 2.0970... Generator Loss: 0.2449
Epoch 1/3... Discriminator Loss: 1.5657... Generator Loss: 2.4549
Epoch 1/3... Discriminator Loss: 1.3679... Generator Loss: 0.5522
Epoch 1/3... Discriminator Loss: 1.2724... Generator Loss: 1.6541
Epoch 1/3... Discriminator Loss: 1.2694... Generator Loss: 0.6405
Epoch 1/3... Discriminator Loss: 1.2142... Generator Loss: 1.8332
Epoch 1/3... Discriminator Loss: 1.4558... Generator Loss: 0.4718
Epoch 1/3... Discriminator Loss: 1.3319... Generator Loss: 2.3063
Epoch 1/3... Discriminator Loss: 1.3286... Generator Loss: 0.5683
Epoch 1/3... Discriminator Loss: 1.2139... Generator Loss: 1.9253
Epoch 1/3... Discriminator Loss: 1.4442... Generator Loss: 0.5409
Epoch 1/3... Discriminator Loss: 1.4289... Generator Loss: 1.8419
Epoch 1/3... Discriminator Loss: 1.5404... Generator Loss: 0.4302
Epoch 1/3... Discriminator Loss: 1.3372... Generator Loss: 2.0656
Epoch 1/3... Discriminator Loss: 1.4375... Generator Loss: 0.4797
Epoch 1/3... Discriminator Loss: 1.3058... Generator Loss: 1.8340
Epoch 1/3... Discriminator Loss: 1.3808... Generator Loss: 0.5162
Epoch 1/3... Discriminator Loss: 1.3108... Generator Loss: 2.0841
Epoch 1/3... Discriminator Loss: 1.3077... Generator Loss: 0.5515
Epoch 1/3... Discriminator Loss: 1.2123... Generator Loss: 1.8831
Epoch 1/3... Discriminator Loss: 1.2691... Generator Loss: 0.6126
Epoch 1/3... Discriminator Loss: 1.1827... Generator Loss: 1.6550
Epoch 1/3... Discriminator Loss: 1.2755... Generator Loss: 0.6280
Epoch 1/3... Discriminator Loss: 1.2240... Generator Loss: 1.6673
Epoch 1/3... Discriminator Loss: 1.1670... Generator Loss: 0.6702
Epoch 1/3... Discriminator Loss: 1.1946... Generator Loss: 2.0201
Epoch 1/3... Discriminator Loss: 1.2701... Generator Loss: 0.5719
Epoch 1/3... Discriminator Loss: 1.1519... Generator Loss: 2.0407
Epoch 1/3... Discriminator Loss: 1.2384... Generator Loss: 0.6151
Epoch 1/3... Discriminator Loss: 1.3407... Generator Loss: 1.8330
Epoch 1/3... Discriminator Loss: 1.3229... Generator Loss: 0.5463
Epoch 1/3... Discriminator Loss: 1.3031... Generator Loss: 2.1710
Epoch 1/3... Discriminator Loss: 1.4969... Generator Loss: 0.4416
Epoch 1/3... Discriminator Loss: 1.2864... Generator Loss: 2.0132
Epoch 1/3... Discriminator Loss: 1.3285... Generator Loss: 0.5408
Epoch 1/3... Discriminator Loss: 1.2083... Generator Loss: 1.9255
Epoch 1/3... Discriminator Loss: 1.3048... Generator Loss: 0.5976
Epoch 1/3... Discriminator Loss: 1.1626... Generator Loss: 1.6482
Epoch 1/3... Discriminator Loss: 1.2097... Generator Loss: 0.6621
Epoch 1/3... Discriminator Loss: 1.1843... Generator Loss: 1.6921
Epoch 1/3... Discriminator Loss: 1.3296... Generator Loss: 0.5426
Epoch 1/3... Discriminator Loss: 1.2370... Generator Loss: 1.9192
Epoch 1/3... Discriminator Loss: 1.3507... Generator Loss: 0.5657
Epoch 1/3... Discriminator Loss: 1.2801... Generator Loss: 1.8073
Epoch 1/3... Discriminator Loss: 1.3330... Generator Loss: 0.5263
Epoch 1/3... Discriminator Loss: 1.1929... Generator Loss: 2.0111
Epoch 1/3... Discriminator Loss: 1.2528... Generator Loss: 0.5985
Epoch 1/3... Discriminator Loss: 1.1208... Generator Loss: 1.8815
Epoch 1/3... Discriminator Loss: 1.2137... Generator Loss: 0.6413
Epoch 1/3... Discriminator Loss: 1.1711... Generator Loss: 1.9756
Epoch 1/3... Discriminator Loss: 1.3001... Generator Loss: 0.5572
Epoch 1/3... Discriminator Loss: 1.2085... Generator Loss: 1.8593
Epoch 1/3... Discriminator Loss: 1.3093... Generator Loss: 0.5497
Epoch 1/3... Discriminator Loss: 1.2432... Generator Loss: 1.7440
Epoch 1/3... Discriminator Loss: 1.3715... Generator Loss: 0.5119
Epoch 1/3... Discriminator Loss: 1.2512... Generator Loss: 1.8650
Epoch 1/3... Discriminator Loss: 1.2967... Generator Loss: 0.5427
Epoch 1/3... Discriminator Loss: 1.1937... Generator Loss: 1.9491
Epoch 1/3... Discriminator Loss: 1.2449... Generator Loss: 0.6099
Epoch 1/3... Discriminator Loss: 1.1750... Generator Loss: 1.7165
Epoch 1/3... Discriminator Loss: 1.2873... Generator Loss: 0.5844
Epoch 1/3... Discriminator Loss: 1.1960... Generator Loss: 1.7681
Epoch 1/3... Discriminator Loss: 1.2370... Generator Loss: 0.6273
Epoch 1/3... Discriminator Loss: 1.2235... Generator Loss: 2.0103
Epoch 1/3... Discriminator Loss: 1.2718... Generator Loss: 0.5606
Epoch 1/3... Discriminator Loss: 1.1707... Generator Loss: 1.9455
Epoch 1/3... Discriminator Loss: 1.2553... Generator Loss: 0.5962
Epoch 1/3... Discriminator Loss: 1.1558... Generator Loss: 1.7595
Epoch 1/3... Discriminator Loss: 1.3845... Generator Loss: 0.5229
Epoch 1/3... Discriminator Loss: 1.3010... Generator Loss: 1.8993
Epoch 1/3... Discriminator Loss: 1.4365... Generator Loss: 0.4667
Epoch 1/3... Discriminator Loss: 1.3195... Generator Loss: 2.0659
Epoch 1/3... Discriminator Loss: 1.3061... Generator Loss: 0.5537
Epoch 1/3... Discriminator Loss: 1.2469... Generator Loss: 1.7124
Epoch 1/3... Discriminator Loss: 1.2119... Generator Loss: 0.6355
Epoch 1/3... Discriminator Loss: 1.1066... Generator Loss: 1.5881
Epoch 1/3... Discriminator Loss: 1.1096... Generator Loss: 0.8185
Epoch 1/3... Discriminator Loss: 1.0196... Generator Loss: 1.2572
Epoch 1/3... Discriminator Loss: 1.0869... Generator Loss: 0.8460
Epoch 1/3... Discriminator Loss: 1.0893... Generator Loss: 1.5221
Epoch 1/3... Discriminator Loss: 1.2627... Generator Loss: 0.5727
Epoch 1/3... Discriminator Loss: 1.2942... Generator Loss: 1.8556
Epoch 1/3... Discriminator Loss: 1.4664... Generator Loss: 0.4541
Epoch 1/3... Discriminator Loss: 1.3482... Generator Loss: 1.9277
Epoch 1/3... Discriminator Loss: 1.3416... Generator Loss: 0.5334
Epoch 1/3... Discriminator Loss: 1.2415... Generator Loss: 1.8843
Epoch 1/3... Discriminator Loss: 1.3366... Generator Loss: 0.5210

Epoch 1/3... Discriminator Loss: 1.2143... Generator Loss: 1.8324
Epoch 1/3... Discriminator Loss: 1.2374... Generator Loss: 0.6185
Epoch 1/3... Discriminator Loss: 1.2043... Generator Loss: 1.4288
Epoch 1/3... Discriminator Loss: 1.2607... Generator Loss: 0.6382
Epoch 1/3... Discriminator Loss: 1.1856... Generator Loss: 1.7285
Epoch 1/3... Discriminator Loss: 1.4199... Generator Loss: 0.4583
Epoch 1/3... Discriminator Loss: 1.3949... Generator Loss: 2.1908
Epoch 1/3... Discriminator Loss: 1.4401... Generator Loss: 0.4532
Epoch 1/3... Discriminator Loss: 1.1876... Generator Loss: 1.9311
Epoch 1/3... Discriminator Loss: 1.2305... Generator Loss: 0.6223
Epoch 1/3... Discriminator Loss: 1.0888... Generator Loss: 1.4189
Epoch 1/3... Discriminator Loss: 1.0863... Generator Loss: 0.8349
Epoch 1/3... Discriminator Loss: 1.0616... Generator Loss: 1.2073
Epoch 1/3... Discriminator Loss: 1.1333... Generator Loss: 0.7750
Epoch 1/3... Discriminator Loss: 1.1199... Generator Loss: 1.6724
Epoch 1/3... Discriminator Loss: 1.2918... Generator Loss: 0.5339
Epoch 1/3... Discriminator Loss: 1.4066... Generator Loss: 2.2045
Epoch 1/3... Discriminator Loss: 1.4834... Generator Loss: 0.4235
Epoch 1/3... Discriminator Loss: 1.4581... Generator Loss: 2.2108
Epoch 1/3... Discriminator Loss: 1.3946... Generator Loss: 0.4920
Epoch 1/3... Discriminator Loss: 1.5379... Generator Loss: 1.8085
Epoch 1/3... Discriminator Loss: 1.5801... Generator Loss: 0.3848
Epoch 1/3... Discriminator Loss: 1.3277... Generator Loss: 2.0079
Epoch 1/3... Discriminator Loss: 1.3601... Generator Loss: 0.5147
Epoch 1/3... Discriminator Loss: 1.2686... Generator Loss: 1.5989
Epoch 1/3... Discriminator Loss: 1.2426... Generator Loss: 0.6315
Epoch 1/3... Discriminator Loss: 1.1527... Generator Loss: 1.3712
Epoch 1/3... Discriminator Loss: 1.1124... Generator Loss: 0.8156
Epoch 1/3... Discriminator Loss: 1.0694... Generator Loss: 1.0943
Epoch 1/3... Discriminator Loss: 1.0891... Generator Loss: 0.9541
Epoch 1/3... Discriminator Loss: 1.0524... Generator Loss: 1.1208
Epoch 1/3... Discriminator Loss: 1.0674... Generator Loss: 0.9321
Epoch 1/3... Discriminator Loss: 1.0336... Generator Loss: 1.1378
Epoch 1/3... Discriminator Loss: 0.9944... Generator Loss: 1.0746
Epoch 1/3... Discriminator Loss: 0.9831... Generator Loss: 1.0622
Epoch 1/3... Discriminator Loss: 1.0246... Generator Loss: 1.3320
Epoch 1/3... Discriminator Loss: 1.2393... Generator Loss: 0.6042
Epoch 1/3... Discriminator Loss: 1.4104... Generator Loss: 2.2426
Epoch 1/3... Discriminator Loss: 1.9056... Generator Loss: 0.2643
Epoch 1/3... Discriminator Loss: 1.7124... Generator Loss: 2.6181
Epoch 1/3... Discriminator Loss: 1.2769... Generator Loss: 0.5695
Epoch 1/3... Discriminator Loss: 1.1518... Generator Loss: 1.5168
Epoch 1/3... Discriminator Loss: 1.2623... Generator Loss: 0.5725
Epoch 1/3... Discriminator Loss: 1.2128... Generator Loss: 1.6963
Epoch 1/3... Discriminator Loss: 1.2644... Generator Loss: 0.5828
Epoch 1/3... Discriminator Loss: 1.1948... Generator Loss: 1.3205
Epoch 1/3... Discriminator Loss: 1.2657... Generator Loss: 0.6492
Epoch 1/3... Discriminator Loss: 1.1633... Generator Loss: 1.3873
Epoch 1/3... Discriminator Loss: 1.2182... Generator Loss: 0.6563
Epoch 1/3... Discriminator Loss: 1.2040... Generator Loss: 1.7779
Epoch 1/3... Discriminator Loss: 1.3304... Generator Loss: 0.5249
Epoch 1/3... Discriminator Loss: 1.3892... Generator Loss: 2.0488
Epoch 1/3... Discriminator Loss: 1.5902... Generator Loss: 0.3853
Epoch 1/3... Discriminator Loss: 1.8011... Generator Loss: 2.3191
Epoch 1/3... Discriminator Loss: 1.7144... Generator Loss: 0.3188
Epoch 1/3... Discriminator Loss: 1.7448... Generator Loss: 2.1083
Epoch 1/3... Discriminator Loss: 1.5406... Generator Loss: 0.4130
Epoch 1/3... Discriminator Loss: 1.3171... Generator Loss: 1.8010
Epoch 1/3... Discriminator Loss: 1.2545... Generator Loss: 0.6451
Epoch 1/3... Discriminator Loss: 1.1128... Generator Loss: 1.2030
Epoch 1/3... Discriminator Loss: 1.0905... Generator Loss: 0.8614
Epoch 1/3... Discriminator Loss: 1.0634... Generator Loss: 1.2670
Epoch 1/3... Discriminator Loss: 1.1231... Generator Loss: 0.8096
Epoch 1/3... Discriminator Loss: 1.1212... Generator Loss: 1.0791
Epoch 1/3... Discriminator Loss: 1.1329... Generator Loss: 0.8974
Epoch 1/3... Discriminator Loss: 1.1151... Generator Loss: 0.9133
Epoch 1/3... Discriminator Loss: 1.1327... Generator Loss: 1.0645
Epoch 1/3... Discriminator Loss: 1.1506... Generator Loss: 0.8294
Epoch 1/3... Discriminator Loss: 1.0904... Generator Loss: 1.1804
Epoch 1/3... Discriminator Loss: 1.1066... Generator Loss: 0.7685
Epoch 1/3... Discriminator Loss: 1.1307... Generator Loss: 1.3882
Epoch 1/3... Discriminator Loss: 1.3383... Generator Loss: 0.5330
Epoch 1/3... Discriminator Loss: 1.3959... Generator Loss: 1.8735
Epoch 1/3... Discriminator Loss: 1.5101... Generator Loss: 0.4037
Epoch 1/3... Discriminator Loss: 1.4317... Generator Loss: 1.9878
Epoch 1/3... Discriminator Loss: 1.4596... Generator Loss: 0.4607
Epoch 1/3... Discriminator Loss: 1.2424... Generator Loss: 1.4496
Epoch 1/3... Discriminator Loss: 1.2311... Generator Loss: 0.6567
Epoch 1/3... Discriminator Loss: 1.1754... Generator Loss: 1.4058
Epoch 1/3... Discriminator Loss: 1.2521... Generator Loss: 0.6156
Epoch 1/3... Discriminator Loss: 1.2000... Generator Loss: 1.7277
Epoch 1/3... Discriminator Loss: 1.3698... Generator Loss: 0.4986
Epoch 1/3... Discriminator Loss: 1.3765... Generator Loss: 1.8215
Epoch 1/3... Discriminator Loss: 1.4226... Generator Loss: 0.4731
Epoch 1/3... Discriminator Loss: 1.4687... Generator Loss: 1.8467
Epoch 1/3... Discriminator Loss: 1.5152... Generator Loss: 0.4191
Epoch 1/3... Discriminator Loss: 1.5171... Generator Loss: 1.8488
Epoch 1/3... Discriminator Loss: 1.4600... Generator Loss: 0.4533
Epoch 1/3... Discriminator Loss: 1.3266... Generator Loss: 1.7364
Epoch 1/3... Discriminator Loss: 1.3719... Generator Loss: 0.5046
Epoch 1/3... Discriminator Loss: 1.2335... Generator Loss: 1.3826
Epoch 1/3... Discriminator Loss: 1.2574... Generator Loss: 0.7306
Epoch 1/3... Discriminator Loss: 1.1491... Generator Loss: 0.9935
Epoch 1/3... Discriminator Loss: 1.1480... Generator Loss: 0.8830
Epoch 1/3... Discriminator Loss: 1.0623... Generator Loss: 1.1229
Epoch 1/3... Discriminator Loss: 1.1321... Generator Loss: 0.8548
Epoch 1/3... Discriminator Loss: 1.0780... Generator Loss: 1.0385
Epoch 1/3... Discriminator Loss: 1.1866... Generator Loss: 0.8174
Epoch 1/3... Discriminator Loss: 1.1225... Generator Loss: 1.0342
Epoch 1/3... Discriminator Loss: 1.1484... Generator Loss: 0.8414

Epoch 1/3... Discriminator Loss: 1.1109... Generator Loss: 1.0769
Epoch 1/3... Discriminator Loss: 1.1228... Generator Loss: 0.8401
Epoch 1/3... Discriminator Loss: 1.1391... Generator Loss: 1.0582
Epoch 1/3... Discriminator Loss: 1.1414... Generator Loss: 0.7922
Epoch 1/3... Discriminator Loss: 1.1166... Generator Loss: 1.1281
Epoch 1/3... Discriminator Loss: 1.1601... Generator Loss: 0.7199
Epoch 1/3... Discriminator Loss: 1.1227... Generator Loss: 1.4720
Epoch 1/3... Discriminator Loss: 1.5469... Generator Loss: 0.3826
Epoch 1/3... Discriminator Loss: 1.9328... Generator Loss: 2.5268
Epoch 1/3... Discriminator Loss: 1.7832... Generator Loss: 0.2962
Epoch 1/3... Discriminator Loss: 2.9997... Generator Loss: 3.4614
Epoch 1/3... Discriminator Loss: 2.2104... Generator Loss: 0.1906
Epoch 1/3... Discriminator Loss: 1.4530... Generator Loss: 1.7228
Epoch 1/3... Discriminator Loss: 1.2936... Generator Loss: 0.7078
Epoch 1/3... Discriminator Loss: 1.2876... Generator Loss: 0.7464
Epoch 1/3... Discriminator Loss: 1.2384... Generator Loss: 1.0389
Epoch 1/3... Discriminator Loss: 1.2645... Generator Loss: 0.6903
Epoch 1/3... Discriminator Loss: 1.1408... Generator Loss: 1.2546
Epoch 1/3... Discriminator Loss: 1.2104... Generator Loss: 0.7135
Epoch 1/3... Discriminator Loss: 1.1278... Generator Loss: 1.2433
Epoch 1/3... Discriminator Loss: 1.2053... Generator Loss: 0.7088
Epoch 1/3... Discriminator Loss: 1.1976... Generator Loss: 1.1555
Epoch 1/3... Discriminator Loss: 1.1710... Generator Loss: 0.8207
Epoch 1/3... Discriminator Loss: 1.1578... Generator Loss: 1.0143
Epoch 1/3... Discriminator Loss: 1.1082... Generator Loss: 0.8700
Epoch 1/3... Discriminator Loss: 1.1522... Generator Loss: 0.9512
Epoch 1/3... Discriminator Loss: 1.1297... Generator Loss: 0.9405
Epoch 1/3... Discriminator Loss: 1.1410... Generator Loss: 0.9788
Epoch 1/3... Discriminator Loss: 1.1294... Generator Loss: 0.8549
Epoch 1/3... Discriminator Loss: 1.1256... Generator Loss: 0.9863
Epoch 1/3... Discriminator Loss: 1.2048... Generator Loss: 0.7653
Epoch 1/3... Discriminator Loss: 1.1988... Generator Loss: 1.2875
Epoch 1/3... Discriminator Loss: 1.3476... Generator Loss: 0.5222
Epoch 1/3... Discriminator Loss: 1.3693... Generator Loss: 1.6319
Epoch 1/3... Discriminator Loss: 1.4669... Generator Loss: 0.4253
Epoch 1/3... Discriminator Loss: 1.5182... Generator Loss: 1.8968
Epoch 1/3... Discriminator Loss: 1.5120... Generator Loss: 0.4210
Epoch 1/3... Discriminator Loss: 1.6132... Generator Loss: 1.6458
Epoch 1/3... Discriminator Loss: 1.6746... Generator Loss: 0.3473
Epoch 1/3... Discriminator Loss: 1.6479... Generator Loss: 1.9796
Epoch 1/3... Discriminator Loss: 1.6118... Generator Loss: 0.3872
Epoch 1/3... Discriminator Loss: 1.3701... Generator Loss: 1.4482
Epoch 1/3... Discriminator Loss: 1.2322... Generator Loss: 0.7118
Epoch 1/3... Discriminator Loss: 1.1737... Generator Loss: 1.1522
Epoch 1/3... Discriminator Loss: 1.1270... Generator Loss: 0.8360
Epoch 1/3... Discriminator Loss: 1.1296... Generator Loss: 1.0404
Epoch 1/3... Discriminator Loss: 1.2184... Generator Loss: 0.8150
Epoch 1/3... Discriminator Loss: 1.2407... Generator Loss: 0.9746
Epoch 1/3... Discriminator Loss: 1.2580... Generator Loss: 0.6776
Epoch 1/3... Discriminator Loss: 1.2035... Generator Loss: 1.2883
Epoch 1/3... Discriminator Loss: 1.2509... Generator Loss: 0.6448
Epoch 1/3... Discriminator Loss: 1.1958... Generator Loss: 1.3149
Epoch 1/3... Discriminator Loss: 1.2846... Generator Loss: 0.6027
Epoch 1/3... Discriminator Loss: 1.1945... Generator Loss: 1.3400
Epoch 1/3... Discriminator Loss: 1.2098... Generator Loss: 0.6770
Epoch 1/3... Discriminator Loss: 1.1866... Generator Loss: 1.1810
Epoch 1/3... Discriminator Loss: 1.2527... Generator Loss: 0.6592
Epoch 1/3... Discriminator Loss: 1.1982... Generator Loss: 1.2513
Epoch 1/3... Discriminator Loss: 1.4043... Generator Loss: 0.4893
Epoch 1/3... Discriminator Loss: 1.3974... Generator Loss: 1.5010
Epoch 1/3... Discriminator Loss: 1.3925... Generator Loss: 0.4886
Epoch 1/3... Discriminator Loss: 1.6984... Generator Loss: 2.0874
Epoch 1/3... Discriminator Loss: 1.9654... Generator Loss: 0.2426
Epoch 1/3... Discriminator Loss: 1.9013... Generator Loss: 2.0357
Epoch 1/3... Discriminator Loss: 1.5233... Generator Loss: 0.4175
Epoch 1/3... Discriminator Loss: 1.3743... Generator Loss: 1.4464
Epoch 1/3... Discriminator Loss: 1.3450... Generator Loss: 0.5615
Epoch 1/3... Discriminator Loss: 1.2551... Generator Loss: 1.2550
Epoch 1/3... Discriminator Loss: 1.2082... Generator Loss: 0.7138
Epoch 1/3... Discriminator Loss: 1.2049... Generator Loss: 1.0553
Epoch 1/3... Discriminator Loss: 1.2081... Generator Loss: 0.7884
Epoch 1/3... Discriminator Loss: 1.1561... Generator Loss: 0.9907
Epoch 1/3... Discriminator Loss: 1.1865... Generator Loss: 0.7932
Epoch 1/3... Discriminator Loss: 1.1910... Generator Loss: 0.9370
Epoch 1/3... Discriminator Loss: 1.2125... Generator Loss: 0.8015
Epoch 1/3... Discriminator Loss: 1.1960... Generator Loss: 0.8713
Epoch 1/3... Discriminator Loss: 1.2335... Generator Loss: 0.8121
Epoch 1/3... Discriminator Loss: 1.1618... Generator Loss: 1.0187
Epoch 1/3... Discriminator Loss: 1.2134... Generator Loss: 0.7160
Epoch 1/3... Discriminator Loss: 1.2332... Generator Loss: 1.0304
Epoch 1/3... Discriminator Loss: 1.2054... Generator Loss: 0.7434
Epoch 1/3... Discriminator Loss: 1.2263... Generator Loss: 1.0878
Epoch 1/3... Discriminator Loss: 1.3768... Generator Loss: 0.5183
Epoch 1/3... Discriminator Loss: 1.3152... Generator Loss: 1.5083
Epoch 1/3... Discriminator Loss: 1.5062... Generator Loss: 0.4085
Epoch 1/3... Discriminator Loss: 1.4670... Generator Loss: 2.0197
Epoch 1/3... Discriminator Loss: 1.6060... Generator Loss: 0.3807
Epoch 1/3... Discriminator Loss: 1.7082... Generator Loss: 1.4423
Epoch 1/3... Discriminator Loss: 1.4064... Generator Loss: 0.4877
Epoch 1/3... Discriminator Loss: 1.5149... Generator Loss: 1.8017
Epoch 1/3... Discriminator Loss: 1.7388... Generator Loss: 0.3120
Epoch 1/3... Discriminator Loss: 1.4300... Generator Loss: 1.8038
Epoch 1/3... Discriminator Loss: 1.2334... Generator Loss: 0.6861
Epoch 1/3... Discriminator Loss: 1.0826... Generator Loss: 1.0807
Epoch 1/3... Discriminator Loss: 1.2076... Generator Loss: 0.8581
Epoch 1/3... Discriminator Loss: 1.1890... Generator Loss: 0.9761
Epoch 1/3... Discriminator Loss: 1.1980... Generator Loss: 0.8077
Epoch 1/3... Discriminator Loss: 1.1526... Generator Loss: 1.0139
Epoch 1/3... Discriminator Loss: 1.2568... Generator Loss: 0.6951
Epoch 1/3... Discriminator Loss: 1.2466... Generator Loss: 1.1218

Epoch 1/3... Discriminator Loss: 1.2855... Generator Loss: 0.6164
Epoch 1/3... Discriminator Loss: 1.2558... Generator Loss: 1.0728
Epoch 1/3... Discriminator Loss: 1.1945... Generator Loss: 0.7220
Epoch 1/3... Discriminator Loss: 1.2001... Generator Loss: 1.3354
Epoch 1/3... Discriminator Loss: 1.4680... Generator Loss: 0.4416
Epoch 1/3... Discriminator Loss: 1.4437... Generator Loss: 1.5894
Epoch 1/3... Discriminator Loss: 1.2791... Generator Loss: 0.5811
Epoch 1/3... Discriminator Loss: 1.2373... Generator Loss: 1.3429
Epoch 1/3... Discriminator Loss: 1.5013... Generator Loss: 0.4256
Epoch 1/3... Discriminator Loss: 1.3556... Generator Loss: 1.5709
Epoch 1/3... Discriminator Loss: 1.3776... Generator Loss: 0.5165
Epoch 1/3... Discriminator Loss: 1.2704... Generator Loss: 1.3343
Epoch 1/3... Discriminator Loss: 1.3437... Generator Loss: 0.5811
Epoch 1/3... Discriminator Loss: 1.2281... Generator Loss: 1.2320
Epoch 1/3... Discriminator Loss: 1.2369... Generator Loss: 0.6611
Epoch 1/3... Discriminator Loss: 1.3320... Generator Loss: 1.4502
Epoch 1/3... Discriminator Loss: 1.5796... Generator Loss: 0.3712
Epoch 1/3... Discriminator Loss: 1.5759... Generator Loss: 1.8064
Epoch 1/3... Discriminator Loss: 1.3817... Generator Loss: 0.5251
Epoch 1/3... Discriminator Loss: 1.2757... Generator Loss: 1.2391
Epoch 1/3... Discriminator Loss: 1.2933... Generator Loss: 0.5910
Epoch 1/3... Discriminator Loss: 1.1535... Generator Loss: 1.2906
Epoch 1/3... Discriminator Loss: 1.2519... Generator Loss: 0.6854
Epoch 1/3... Discriminator Loss: 1.1862... Generator Loss: 0.9922
Epoch 1/3... Discriminator Loss: 1.2051... Generator Loss: 0.7967
Epoch 1/3... Discriminator Loss: 1.2201... Generator Loss: 0.9200
Epoch 1/3... Discriminator Loss: 1.2156... Generator Loss: 0.7065
Epoch 1/3... Discriminator Loss: 1.2307... Generator Loss: 1.2327
Epoch 1/3... Discriminator Loss: 1.3298... Generator Loss: 0.5540
Epoch 1/3... Discriminator Loss: 1.2690... Generator Loss: 1.4443
Epoch 1/3... Discriminator Loss: 1.3618... Generator Loss: 0.5254
Epoch 1/3... Discriminator Loss: 1.4024... Generator Loss: 1.2801
Epoch 1/3... Discriminator Loss: 1.3404... Generator Loss: 0.5588
Epoch 1/3... Discriminator Loss: 1.5877... Generator Loss: 1.7933
Epoch 1/3... Discriminator Loss: 2.1519... Generator Loss: 0.2069
Epoch 1/3... Discriminator Loss: 1.5900... Generator Loss: 1.9731
Epoch 1/3... Discriminator Loss: 1.3481... Generator Loss: 0.6436
Epoch 1/3... Discriminator Loss: 1.2141... Generator Loss: 1.0712
Epoch 1/3... Discriminator Loss: 1.2474... Generator Loss: 0.7016
Epoch 1/3... Discriminator Loss: 1.2077... Generator Loss: 1.0557
Epoch 1/3... Discriminator Loss: 1.2017... Generator Loss: 0.7114
Epoch 1/3... Discriminator Loss: 1.2120... Generator Loss: 1.0112
Epoch 1/3... Discriminator Loss: 1.2808... Generator Loss: 0.7535
Epoch 1/3... Discriminator Loss: 1.2045... Generator Loss: 0.9658
Epoch 1/3... Discriminator Loss: 1.1471... Generator Loss: 0.8680
Epoch 1/3... Discriminator Loss: 1.1289... Generator Loss: 1.0439
Epoch 1/3... Discriminator Loss: 1.1972... Generator Loss: 0.7144
Epoch 1/3... Discriminator Loss: 1.1660... Generator Loss: 1.1772
Epoch 1/3... Discriminator Loss: 1.1788... Generator Loss: 0.7143
Epoch 1/3... Discriminator Loss: 1.1979... Generator Loss: 1.0168
Epoch 1/3... Discriminator Loss: 1.1904... Generator Loss: 0.7097
Epoch 1/3... Discriminator Loss: 1.3069... Generator Loss: 1.2876
Epoch 1/3... Discriminator Loss: 1.5676... Generator Loss: 0.3832
Epoch 1/3... Discriminator Loss: 1.8980... Generator Loss: 1.7182
Epoch 1/3... Discriminator Loss: 1.2694... Generator Loss: 0.6173
Epoch 1/3... Discriminator Loss: 1.6243... Generator Loss: 1.6244
Epoch 1/3... Discriminator Loss: 2.4536... Generator Loss: 0.1485
Epoch 1/3... Discriminator Loss: 2.1052... Generator Loss: 2.3836
Epoch 1/3... Discriminator Loss: 1.5758... Generator Loss: 0.4283
Epoch 1/3... Discriminator Loss: 1.2564... Generator Loss: 1.2456
Epoch 1/3... Discriminator Loss: 1.2594... Generator Loss: 0.7856
Epoch 1/3... Discriminator Loss: 1.2725... Generator Loss: 0.8604
Epoch 1/3... Discriminator Loss: 1.2842... Generator Loss: 0.8096
Epoch 1/3... Discriminator Loss: 1.1661... Generator Loss: 1.0754
Epoch 1/3... Discriminator Loss: 1.1967... Generator Loss: 0.7627
Epoch 1/3... Discriminator Loss: 1.1691... Generator Loss: 0.9562
Epoch 1/3... Discriminator Loss: 1.1676... Generator Loss: 0.9141
Epoch 1/3... Discriminator Loss: 1.1914... Generator Loss: 0.8605
Epoch 2/3... Discriminator Loss: 1.1629... Generator Loss: 0.9175
Epoch 2/3... Discriminator Loss: 1.2169... Generator Loss: 0.8658
Epoch 2/3... Discriminator Loss: 1.1880... Generator Loss: 0.8431
Epoch 2/3... Discriminator Loss: 1.2143... Generator Loss: 0.8924
Epoch 2/3... Discriminator Loss: 1.2220... Generator Loss: 0.7605
Epoch 2/3... Discriminator Loss: 1.1261... Generator Loss: 1.1261
Epoch 2/3... Discriminator Loss: 1.2943... Generator Loss: 0.6323
Epoch 2/3... Discriminator Loss: 1.2482... Generator Loss: 1.1333
Epoch 2/3... Discriminator Loss: 1.3151... Generator Loss: 0.5873
Epoch 2/3... Discriminator Loss: 1.1952... Generator Loss: 1.2279
Epoch 2/3... Discriminator Loss: 1.2691... Generator Loss: 0.6555
Epoch 2/3... Discriminator Loss: 1.2148... Generator Loss: 1.0532
Epoch 2/3... Discriminator Loss: 1.2932... Generator Loss: 0.5969
Epoch 2/3... Discriminator Loss: 1.2542... Generator Loss: 1.3583
Epoch 2/3... Discriminator Loss: 1.2565... Generator Loss: 0.6329
Epoch 2/3... Discriminator Loss: 1.2055... Generator Loss: 1.2817
Epoch 2/3... Discriminator Loss: 1.4583... Generator Loss: 0.4579
Epoch 2/3... Discriminator Loss: 1.5079... Generator Loss: 1.5524
Epoch 2/3... Discriminator Loss: 1.3476... Generator Loss: 0.5349
Epoch 2/3... Discriminator Loss: 1.6716... Generator Loss: 1.8877
Epoch 2/3... Discriminator Loss: 2.2287... Generator Loss: 0.1803
Epoch 2/3... Discriminator Loss: 1.5831... Generator Loss: 1.9458
Epoch 2/3... Discriminator Loss: 1.2527... Generator Loss: 0.6594
Epoch 2/3... Discriminator Loss: 1.2548... Generator Loss: 0.8167
Epoch 2/3... Discriminator Loss: 1.2306... Generator Loss: 0.8241
Epoch 2/3... Discriminator Loss: 1.2183... Generator Loss: 0.8953
Epoch 2/3... Discriminator Loss: 1.1872... Generator Loss: 0.9287
Epoch 2/3... Discriminator Loss: 1.2390... Generator Loss: 0.7281
Epoch 2/3... Discriminator Loss: 1.2165... Generator Loss: 1.0184
Epoch 2/3... Discriminator Loss: 1.2425... Generator Loss: 0.7454
Epoch 2/3... Discriminator Loss: 1.2006... Generator Loss: 0.9168
Epoch 2/3... Discriminator Loss: 1.1827... Generator Loss: 0.8799

Epoch 2/3... Discriminator Loss: 1.2027... Generator Loss: 0.7707
Epoch 2/3... Discriminator Loss: 1.1598... Generator Loss: 1.0007
Epoch 2/3... Discriminator Loss: 1.2479... Generator Loss: 0.7228
Epoch 2/3... Discriminator Loss: 1.1559... Generator Loss: 1.0617
Epoch 2/3... Discriminator Loss: 1.1824... Generator Loss: 0.7582
Epoch 2/3... Discriminator Loss: 1.1758... Generator Loss: 1.0033
Epoch 2/3... Discriminator Loss: 1.1959... Generator Loss: 0.7708
Epoch 2/3... Discriminator Loss: 1.1837... Generator Loss: 1.0049
Epoch 2/3... Discriminator Loss: 1.2299... Generator Loss: 0.6586
Epoch 2/3... Discriminator Loss: 1.1391... Generator Loss: 1.2751
Epoch 2/3... Discriminator Loss: 1.3058... Generator Loss: 0.5729
Epoch 2/3... Discriminator Loss: 1.4106... Generator Loss: 1.6153
Epoch 2/3... Discriminator Loss: 1.6671... Generator Loss: 0.3552
Epoch 2/3... Discriminator Loss: 2.5778... Generator Loss: 2.2704
Epoch 2/3... Discriminator Loss: 1.7346... Generator Loss: 0.3134
Epoch 2/3... Discriminator Loss: 2.5297... Generator Loss: 3.2152
Epoch 2/3... Discriminator Loss: 1.8885... Generator Loss: 0.2811
Epoch 2/3... Discriminator Loss: 1.3968... Generator Loss: 1.5247
Epoch 2/3... Discriminator Loss: 1.4411... Generator Loss: 0.5332
Epoch 2/3... Discriminator Loss: 1.3316... Generator Loss: 1.0336
Epoch 2/3... Discriminator Loss: 1.2862... Generator Loss: 0.7508
Epoch 2/3... Discriminator Loss: 1.2394... Generator Loss: 0.8658
Epoch 2/3... Discriminator Loss: 1.2408... Generator Loss: 0.8649
Epoch 2/3... Discriminator Loss: 1.1804... Generator Loss: 0.8424
Epoch 2/3... Discriminator Loss: 1.2481... Generator Loss: 0.8074
Epoch 2/3... Discriminator Loss: 1.2291... Generator Loss: 0.9207
Epoch 2/3... Discriminator Loss: 1.2134... Generator Loss: 0.8570
Epoch 2/3... Discriminator Loss: 1.2203... Generator Loss: 0.8462
Epoch 2/3... Discriminator Loss: 1.1690... Generator Loss: 0.8881
Epoch 2/3... Discriminator Loss: 1.2177... Generator Loss: 0.8505
Epoch 2/3... Discriminator Loss: 1.2085... Generator Loss: 0.8054
Epoch 2/3... Discriminator Loss: 1.1411... Generator Loss: 0.9938
Epoch 2/3... Discriminator Loss: 1.2076... Generator Loss: 0.7622
Epoch 2/3... Discriminator Loss: 1.2250... Generator Loss: 1.1948
Epoch 2/3... Discriminator Loss: 1.3272... Generator Loss: 0.5473
Epoch 2/3... Discriminator Loss: 1.2701... Generator Loss: 1.3779
Epoch 2/3... Discriminator Loss: 1.4380... Generator Loss: 0.4715
Epoch 2/3... Discriminator Loss: 1.3820... Generator Loss: 1.2636
Epoch 2/3... Discriminator Loss: 1.3125... Generator Loss: 0.5604
Epoch 2/3... Discriminator Loss: 1.2697... Generator Loss: 1.4278
Epoch 2/3... Discriminator Loss: 1.4091... Generator Loss: 0.4789
Epoch 2/3... Discriminator Loss: 1.3270... Generator Loss: 1.4211
Epoch 2/3... Discriminator Loss: 1.2653... Generator Loss: 0.6650
Epoch 2/3... Discriminator Loss: 1.1875... Generator Loss: 0.9089
Epoch 2/3... Discriminator Loss: 1.1939... Generator Loss: 0.9461
Epoch 2/3... Discriminator Loss: 1.1993... Generator Loss: 0.7769
Epoch 2/3... Discriminator Loss: 1.1728... Generator Loss: 1.0182
Epoch 2/3... Discriminator Loss: 1.2586... Generator Loss: 0.6735
Epoch 2/3... Discriminator Loss: 1.2016... Generator Loss: 1.0362
Epoch 2/3... Discriminator Loss: 1.3022... Generator Loss: 0.6101
Epoch 2/3... Discriminator Loss: 1.1986... Generator Loss: 1.1759
Epoch 2/3... Discriminator Loss: 1.2065... Generator Loss: 0.7039
Epoch 2/3... Discriminator Loss: 1.1959... Generator Loss: 1.1589
Epoch 2/3... Discriminator Loss: 1.2698... Generator Loss: 0.5896
Epoch 2/3... Discriminator Loss: 1.3317... Generator Loss: 1.4117
Epoch 2/3... Discriminator Loss: 1.2814... Generator Loss: 0.5768
Epoch 2/3... Discriminator Loss: 1.4141... Generator Loss: 1.7897
Epoch 2/3... Discriminator Loss: 2.0439... Generator Loss: 0.2146
Epoch 2/3... Discriminator Loss: 1.7172... Generator Loss: 2.0136
Epoch 2/3... Discriminator Loss: 1.3248... Generator Loss: 0.6077
Epoch 2/3... Discriminator Loss: 1.1884... Generator Loss: 0.9554
Epoch 2/3... Discriminator Loss: 1.1932... Generator Loss: 0.8170
Epoch 2/3... Discriminator Loss: 1.2066... Generator Loss: 0.8355
Epoch 2/3... Discriminator Loss: 1.1686... Generator Loss: 0.9465
Epoch 2/3... Discriminator Loss: 1.1008... Generator Loss: 0.8930
Epoch 2/3... Discriminator Loss: 1.2031... Generator Loss: 0.8340
Epoch 2/3... Discriminator Loss: 1.1880... Generator Loss: 0.8274
Epoch 2/3... Discriminator Loss: 1.1711... Generator Loss: 0.8543
Epoch 2/3... Discriminator Loss: 1.1051... Generator Loss: 0.9698
Epoch 2/3... Discriminator Loss: 1.1966... Generator Loss: 0.7779
Epoch 2/3... Discriminator Loss: 1.1308... Generator Loss: 1.1013
Epoch 2/3... Discriminator Loss: 1.2523... Generator Loss: 0.6800
Epoch 2/3... Discriminator Loss: 1.1797... Generator Loss: 0.9426
Epoch 2/3... Discriminator Loss: 1.1440... Generator Loss: 0.9223
Epoch 2/3... Discriminator Loss: 1.1292... Generator Loss: 0.8011
Epoch 2/3... Discriminator Loss: 1.0960... Generator Loss: 1.0665
Epoch 2/3... Discriminator Loss: 1.1950... Generator Loss: 0.7279
Epoch 2/3... Discriminator Loss: 1.1331... Generator Loss: 1.1506
Epoch 2/3... Discriminator Loss: 1.2433... Generator Loss: 0.6278
Epoch 2/3... Discriminator Loss: 1.1811... Generator Loss: 1.5063
Epoch 2/3... Discriminator Loss: 1.6234... Generator Loss: 0.3613
Epoch 2/3... Discriminator Loss: 2.4681... Generator Loss: 2.3839
Epoch 2/3... Discriminator Loss: 1.7344... Generator Loss: 0.3173
Epoch 2/3... Discriminator Loss: 2.9020... Generator Loss: 3.5297
Epoch 2/3... Discriminator Loss: 1.9761... Generator Loss: 0.2482
Epoch 2/3... Discriminator Loss: 1.5214... Generator Loss: 1.4146
Epoch 2/3... Discriminator Loss: 1.4452... Generator Loss: 0.5265
Epoch 2/3... Discriminator Loss: 1.3491... Generator Loss: 1.0429
Epoch 2/3... Discriminator Loss: 1.3207... Generator Loss: 0.6094
Epoch 2/3... Discriminator Loss: 1.2388... Generator Loss: 1.1119
Epoch 2/3... Discriminator Loss: 1.2988... Generator Loss: 0.6487
Epoch 2/3... Discriminator Loss: 1.2241... Generator Loss: 0.9707
Epoch 2/3... Discriminator Loss: 1.2447... Generator Loss: 0.7638
Epoch 2/3... Discriminator Loss: 1.2079... Generator Loss: 0.9168
Epoch 2/3... Discriminator Loss: 1.1878... Generator Loss: 0.8810
Epoch 2/3... Discriminator Loss: 1.1608... Generator Loss: 0.9063
Epoch 2/3... Discriminator Loss: 1.2525... Generator Loss: 0.8424
Epoch 2/3... Discriminator Loss: 1.2331... Generator Loss: 0.8525
Epoch 2/3... Discriminator Loss: 1.2034... Generator Loss: 0.8263
Epoch 2/3... Discriminator Loss: 1.1669... Generator Loss: 1.0094

Epoch 2/3... Discriminator Loss: 1.2453... Generator Loss: 0.6734
Epoch 2/3... Discriminator Loss: 1.1451... Generator Loss: 1.2136
Epoch 2/3... Discriminator Loss: 1.2933... Generator Loss: 0.6140
Epoch 2/3... Discriminator Loss: 1.0974... Generator Loss: 1.1430
Epoch 2/3... Discriminator Loss: 1.2748... Generator Loss: 0.6399
Epoch 2/3... Discriminator Loss: 1.2148... Generator Loss: 1.1885
Epoch 2/3... Discriminator Loss: 1.3344... Generator Loss: 0.5504
Epoch 2/3... Discriminator Loss: 1.2800... Generator Loss: 1.3944
Epoch 2/3... Discriminator Loss: 1.2942... Generator Loss: 0.6493
Epoch 2/3... Discriminator Loss: 1.2598... Generator Loss: 1.3654
Epoch 2/3... Discriminator Loss: 1.7735... Generator Loss: 0.3021
Epoch 2/3... Discriminator Loss: 1.7628... Generator Loss: 2.0749
Epoch 2/3... Discriminator Loss: 1.5055... Generator Loss: 0.4370
Epoch 2/3... Discriminator Loss: 1.7347... Generator Loss: 1.4010
Epoch 2/3... Discriminator Loss: 1.5327... Generator Loss: 0.4064
Epoch 2/3... Discriminator Loss: 1.5663... Generator Loss: 2.1036
Epoch 2/3... Discriminator Loss: 1.5980... Generator Loss: 0.3849
Epoch 2/3... Discriminator Loss: 1.3756... Generator Loss: 1.3778
Epoch 2/3... Discriminator Loss: 1.3253... Generator Loss: 0.6051
Epoch 2/3... Discriminator Loss: 1.2244... Generator Loss: 0.9793
Epoch 2/3... Discriminator Loss: 1.2149... Generator Loss: 0.7859
Epoch 2/3... Discriminator Loss: 1.2418... Generator Loss: 0.7564
Epoch 2/3... Discriminator Loss: 1.1471... Generator Loss: 0.9881
Epoch 2/3... Discriminator Loss: 1.1861... Generator Loss: 0.8059
Epoch 2/3... Discriminator Loss: 1.1314... Generator Loss: 0.9917
Epoch 2/3... Discriminator Loss: 1.1788... Generator Loss: 0.7712
Epoch 2/3... Discriminator Loss: 1.1085... Generator Loss: 1.0163
Epoch 2/3... Discriminator Loss: 1.1498... Generator Loss: 0.8547
Epoch 2/3... Discriminator Loss: 1.2105... Generator Loss: 0.7431
Epoch 2/3... Discriminator Loss: 1.2030... Generator Loss: 1.0599
Epoch 2/3... Discriminator Loss: 1.2154... Generator Loss: 0.6848
Epoch 2/3... Discriminator Loss: 1.1812... Generator Loss: 1.0646
Epoch 2/3... Discriminator Loss: 1.2494... Generator Loss: 0.6782
Epoch 2/3... Discriminator Loss: 1.2202... Generator Loss: 1.1582
Epoch 2/3... Discriminator Loss: 1.5122... Generator Loss: 0.4311
Epoch 2/3... Discriminator Loss: 1.4770... Generator Loss: 1.5520
Epoch 2/3... Discriminator Loss: 1.1781... Generator Loss: 0.7156
Epoch 2/3... Discriminator Loss: 1.2238... Generator Loss: 1.1878
Epoch 2/3... Discriminator Loss: 1.6378... Generator Loss: 0.3479
Epoch 2/3... Discriminator Loss: 2.1012... Generator Loss: 2.6504
Epoch 2/3... Discriminator Loss: 1.8198... Generator Loss: 0.3011
Epoch 2/3... Discriminator Loss: 1.4229... Generator Loss: 1.5314
Epoch 2/3... Discriminator Loss: 1.2998... Generator Loss: 0.6525
Epoch 2/3... Discriminator Loss: 1.2585... Generator Loss: 0.8706
Epoch 2/3... Discriminator Loss: 1.1200... Generator Loss: 1.0426
Epoch 2/3... Discriminator Loss: 1.1389... Generator Loss: 0.8629
Epoch 2/3... Discriminator Loss: 1.1380... Generator Loss: 0.9182
Epoch 2/3... Discriminator Loss: 1.1986... Generator Loss: 0.8198
Epoch 2/3... Discriminator Loss: 1.1167... Generator Loss: 1.0294
Epoch 2/3... Discriminator Loss: 1.1799... Generator Loss: 0.7807
Epoch 2/3... Discriminator Loss: 1.2175... Generator Loss: 0.8235
Epoch 2/3... Discriminator Loss: 1.1599... Generator Loss: 0.9376
Epoch 2/3... Discriminator Loss: 1.2620... Generator Loss: 0.6659
Epoch 2/3... Discriminator Loss: 1.1229... Generator Loss: 1.1495
Epoch 2/3... Discriminator Loss: 1.1796... Generator Loss: 0.7126
Epoch 2/3... Discriminator Loss: 1.1838... Generator Loss: 1.2063
Epoch 2/3... Discriminator Loss: 1.4016... Generator Loss: 0.4914
Epoch 2/3... Discriminator Loss: 1.4460... Generator Loss: 1.5033
Epoch 2/3... Discriminator Loss: 1.3737... Generator Loss: 0.5304
Epoch 2/3... Discriminator Loss: 1.6214... Generator Loss: 1.6319
Epoch 2/3... Discriminator Loss: 1.9283... Generator Loss: 0.2564
Epoch 2/3... Discriminator Loss: 1.7255... Generator Loss: 2.1308
Epoch 2/3... Discriminator Loss: 1.4846... Generator Loss: 0.4411
Epoch 2/3... Discriminator Loss: 1.2127... Generator Loss: 1.1447
Epoch 2/3... Discriminator Loss: 1.2969... Generator Loss: 0.7132
Epoch 2/3... Discriminator Loss: 1.1711... Generator Loss: 0.9186
Epoch 2/3... Discriminator Loss: 1.2365... Generator Loss: 0.7643
Epoch 2/3... Discriminator Loss: 1.1782... Generator Loss: 0.9258
Epoch 2/3... Discriminator Loss: 1.1906... Generator Loss: 0.8650
Epoch 2/3... Discriminator Loss: 1.2736... Generator Loss: 0.6339
Epoch 2/3... Discriminator Loss: 1.2695... Generator Loss: 1.1641
Epoch 2/3... Discriminator Loss: 1.3254... Generator Loss: 0.5660
Epoch 2/3... Discriminator Loss: 1.1886... Generator Loss: 1.3056
Epoch 2/3... Discriminator Loss: 1.2724... Generator Loss: 0.6020
Epoch 2/3... Discriminator Loss: 1.2202... Generator Loss: 1.2715
Epoch 2/3... Discriminator Loss: 1.3371... Generator Loss: 0.5474
Epoch 2/3... Discriminator Loss: 1.3463... Generator Loss: 1.3373
Epoch 2/3... Discriminator Loss: 1.2956... Generator Loss: 0.5998
Epoch 2/3... Discriminator Loss: 1.3089... Generator Loss: 1.2883
Epoch 2/3... Discriminator Loss: 1.2859... Generator Loss: 0.5700
Epoch 2/3... Discriminator Loss: 1.3069... Generator Loss: 1.3905
Epoch 2/3... Discriminator Loss: 1.2981... Generator Loss: 0.5694
Epoch 2/3... Discriminator Loss: 1.6338... Generator Loss: 1.7989
Epoch 2/3... Discriminator Loss: 1.9201... Generator Loss: 0.2462
Epoch 2/3... Discriminator Loss: 1.5981... Generator Loss: 2.0527
Epoch 2/3... Discriminator Loss: 1.4275... Generator Loss: 0.4730
Epoch 2/3... Discriminator Loss: 1.1727... Generator Loss: 1.1569
Epoch 2/3... Discriminator Loss: 1.1339... Generator Loss: 0.8677
Epoch 2/3... Discriminator Loss: 1.1119... Generator Loss: 1.0077
Epoch 2/3... Discriminator Loss: 1.2090... Generator Loss: 0.7211
Epoch 2/3... Discriminator Loss: 1.1502... Generator Loss: 1.1519
Epoch 2/3... Discriminator Loss: 1.2633... Generator Loss: 0.6502
Epoch 2/3... Discriminator Loss: 1.1854... Generator Loss: 1.2324
Epoch 2/3... Discriminator Loss: 1.2044... Generator Loss: 0.6824
Epoch 2/3... Discriminator Loss: 1.2153... Generator Loss: 1.0314
Epoch 2/3... Discriminator Loss: 1.2240... Generator Loss: 0.7214
Epoch 2/3... Discriminator Loss: 1.1623... Generator Loss: 0.9587
Epoch 2/3... Discriminator Loss: 1.2536... Generator Loss: 0.6640
Epoch 2/3... Discriminator Loss: 1.1765... Generator Loss: 1.4076
Epoch 2/3... Discriminator Loss: 1.3607... Generator Loss: 0.5129

Epoch 2/3... Discriminator Loss: 1.4307... Generator Loss: 1.4755
Epoch 2/3... Discriminator Loss: 1.1173... Generator Loss: 0.8753
Epoch 2/3... Discriminator Loss: 1.2098... Generator Loss: 0.7797
Epoch 2/3... Discriminator Loss: 1.1487... Generator Loss: 1.1447
Epoch 2/3... Discriminator Loss: 1.5072... Generator Loss: 0.4243
Epoch 2/3... Discriminator Loss: 1.8910... Generator Loss: 1.9707
Epoch 2/3... Discriminator Loss: 1.9399... Generator Loss: 0.2419
Epoch 2/3... Discriminator Loss: 2.2348... Generator Loss: 2.1246
Epoch 2/3... Discriminator Loss: 1.3981... Generator Loss: 0.5422
Epoch 2/3... Discriminator Loss: 1.2607... Generator Loss: 1.3080
Epoch 2/3... Discriminator Loss: 1.3567... Generator Loss: 0.5535
Epoch 2/3... Discriminator Loss: 1.3061... Generator Loss: 1.4016
Epoch 2/3... Discriminator Loss: 1.4923... Generator Loss: 0.4411
Epoch 2/3... Discriminator Loss: 1.4224... Generator Loss: 1.5629
Epoch 2/3... Discriminator Loss: 1.4712... Generator Loss: 0.4528
Epoch 2/3... Discriminator Loss: 1.2230... Generator Loss: 1.2600
Epoch 2/3... Discriminator Loss: 1.3173... Generator Loss: 0.6596
Epoch 2/3... Discriminator Loss: 1.2249... Generator Loss: 0.8635
Epoch 2/3... Discriminator Loss: 1.1584... Generator Loss: 0.9049
Epoch 2/3... Discriminator Loss: 1.1815... Generator Loss: 0.8594
Epoch 2/3... Discriminator Loss: 1.1386... Generator Loss: 0.9195
Epoch 2/3... Discriminator Loss: 1.1583... Generator Loss: 0.8596
Epoch 2/3... Discriminator Loss: 1.1931... Generator Loss: 0.8393
Epoch 2/3... Discriminator Loss: 1.1580... Generator Loss: 0.8706
Epoch 2/3... Discriminator Loss: 1.1475... Generator Loss: 0.9123
Epoch 2/3... Discriminator Loss: 1.2068... Generator Loss: 0.8164
Epoch 2/3... Discriminator Loss: 1.2037... Generator Loss: 0.8374
Epoch 2/3... Discriminator Loss: 1.2015... Generator Loss: 0.8023
Epoch 2/3... Discriminator Loss: 1.1698... Generator Loss: 0.8481
Epoch 2/3... Discriminator Loss: 1.1657... Generator Loss: 0.9205
Epoch 2/3... Discriminator Loss: 1.1825... Generator Loss: 0.7296
Epoch 2/3... Discriminator Loss: 1.1191... Generator Loss: 1.0815
Epoch 2/3... Discriminator Loss: 1.1877... Generator Loss: 0.7284
Epoch 2/3... Discriminator Loss: 1.1356... Generator Loss: 1.1599
Epoch 2/3... Discriminator Loss: 1.2290... Generator Loss: 0.6804
Epoch 2/3... Discriminator Loss: 1.2113... Generator Loss: 1.0247
Epoch 2/3... Discriminator Loss: 1.3501... Generator Loss: 0.5421
Epoch 2/3... Discriminator Loss: 1.3489... Generator Loss: 1.6784
Epoch 2/3... Discriminator Loss: 1.2430... Generator Loss: 0.6538
Epoch 2/3... Discriminator Loss: 1.2825... Generator Loss: 1.3287
Epoch 2/3... Discriminator Loss: 1.8213... Generator Loss: 0.2874
Epoch 2/3... Discriminator Loss: 2.2865... Generator Loss: 2.6863
Epoch 2/3... Discriminator Loss: 1.6846... Generator Loss: 0.3756
Epoch 2/3... Discriminator Loss: 1.2534... Generator Loss: 1.3431
Epoch 2/3... Discriminator Loss: 1.3022... Generator Loss: 0.6201
Epoch 2/3... Discriminator Loss: 1.2145... Generator Loss: 0.9031
Epoch 2/3... Discriminator Loss: 1.1426... Generator Loss: 1.0058
Epoch 2/3... Discriminator Loss: 1.3362... Generator Loss: 0.5888
Epoch 2/3... Discriminator Loss: 1.2235... Generator Loss: 1.1440
Epoch 2/3... Discriminator Loss: 1.2614... Generator Loss: 0.6504
Epoch 2/3... Discriminator Loss: 1.1924... Generator Loss: 1.1376
Epoch 2/3... Discriminator Loss: 1.3126... Generator Loss: 0.5767
Epoch 2/3... Discriminator Loss: 1.2246... Generator Loss: 1.2274
Epoch 2/3... Discriminator Loss: 1.1379... Generator Loss: 0.7675
Epoch 2/3... Discriminator Loss: 1.2207... Generator Loss: 1.0678
Epoch 2/3... Discriminator Loss: 1.3583... Generator Loss: 0.5143
Epoch 2/3... Discriminator Loss: 1.2363... Generator Loss: 1.8315
Epoch 2/3... Discriminator Loss: 1.4018... Generator Loss: 0.5097
Epoch 2/3... Discriminator Loss: 1.3241... Generator Loss: 1.2374
Epoch 2/3... Discriminator Loss: 1.1877... Generator Loss: 0.7536
Epoch 2/3... Discriminator Loss: 1.1765... Generator Loss: 1.1852
Epoch 2/3... Discriminator Loss: 1.5195... Generator Loss: 0.4088
Epoch 2/3... Discriminator Loss: 1.5093... Generator Loss: 1.8430
Epoch 2/3... Discriminator Loss: 1.4322... Generator Loss: 0.4863
Epoch 2/3... Discriminator Loss: 1.7323... Generator Loss: 1.4506
Epoch 2/3... Discriminator Loss: 1.5277... Generator Loss: 0.4152
Epoch 2/3... Discriminator Loss: 1.7646... Generator Loss: 2.4619
Epoch 2/3... Discriminator Loss: 1.5926... Generator Loss: 0.3935
Epoch 2/3... Discriminator Loss: 1.3156... Generator Loss: 1.3948
Epoch 2/3... Discriminator Loss: 1.3437... Generator Loss: 0.6118
Epoch 2/3... Discriminator Loss: 1.2516... Generator Loss: 0.9859
Epoch 2/3... Discriminator Loss: 1.2197... Generator Loss: 0.7852
Epoch 2/3... Discriminator Loss: 1.2104... Generator Loss: 0.9563
Epoch 2/3... Discriminator Loss: 1.2406... Generator Loss: 0.7592
Epoch 2/3... Discriminator Loss: 1.1277... Generator Loss: 0.9552
Epoch 2/3... Discriminator Loss: 1.1681... Generator Loss: 0.8002
Epoch 2/3... Discriminator Loss: 1.2423... Generator Loss: 0.8407
Epoch 2/3... Discriminator Loss: 1.1732... Generator Loss: 0.8710
Epoch 2/3... Discriminator Loss: 1.1589... Generator Loss: 0.9531
Epoch 2/3... Discriminator Loss: 1.2122... Generator Loss: 0.7076
Epoch 2/3... Discriminator Loss: 1.2406... Generator Loss: 1.0836
Epoch 2/3... Discriminator Loss: 1.2949... Generator Loss: 0.5939
Epoch 2/3... Discriminator Loss: 1.2319... Generator Loss: 1.3342
Epoch 2/3... Discriminator Loss: 1.3332... Generator Loss: 0.5431
Epoch 2/3... Discriminator Loss: 1.2479... Generator Loss: 1.2265
Epoch 2/3... Discriminator Loss: 1.1784... Generator Loss: 0.7012
Epoch 2/3... Discriminator Loss: 1.1365... Generator Loss: 1.2068
Epoch 2/3... Discriminator Loss: 1.2754... Generator Loss: 0.5702
Epoch 2/3... Discriminator Loss: 1.2665... Generator Loss: 1.4624
Epoch 2/3... Discriminator Loss: 1.3631... Generator Loss: 0.5131
Epoch 2/3... Discriminator Loss: 1.4115... Generator Loss: 1.7533
Epoch 2/3... Discriminator Loss: 1.5908... Generator Loss: 0.3832
Epoch 2/3... Discriminator Loss: 1.3516... Generator Loss: 1.4901
Epoch 2/3... Discriminator Loss: 1.2136... Generator Loss: 0.7429
Epoch 2/3... Discriminator Loss: 1.2532... Generator Loss: 1.0731
Epoch 2/3... Discriminator Loss: 1.3645... Generator Loss: 0.5507
Epoch 2/3... Discriminator Loss: 1.3851... Generator Loss: 1.4181
Epoch 2/3... Discriminator Loss: 1.5403... Generator Loss: 0.4049
Epoch 2/3... Discriminator Loss: 1.3005... Generator Loss: 1.5771
Epoch 2/3... Discriminator Loss: 1.2579... Generator Loss: 0.5965

Epoch 2/3... Discriminator Loss: 1.1560... Generator Loss: 1.2968
Epoch 2/3... Discriminator Loss: 1.2817... Generator Loss: 0.6238
Epoch 2/3... Discriminator Loss: 1.1878... Generator Loss: 1.1796
Epoch 2/3... Discriminator Loss: 1.3477... Generator Loss: 0.5592
Epoch 2/3... Discriminator Loss: 1.2315... Generator Loss: 1.1943
Epoch 2/3... Discriminator Loss: 1.1642... Generator Loss: 0.8075
Epoch 2/3... Discriminator Loss: 1.2143... Generator Loss: 0.8408
Epoch 2/3... Discriminator Loss: 1.1680... Generator Loss: 0.7557
Epoch 2/3... Discriminator Loss: 1.1532... Generator Loss: 1.2021
Epoch 2/3... Discriminator Loss: 1.2221... Generator Loss: 0.6665
Epoch 2/3... Discriminator Loss: 1.2358... Generator Loss: 1.3075
Epoch 2/3... Discriminator Loss: 1.4745... Generator Loss: 0.4443
Epoch 2/3... Discriminator Loss: 1.5801... Generator Loss: 1.6254
Epoch 2/3... Discriminator Loss: 1.2180... Generator Loss: 0.7475
Epoch 2/3... Discriminator Loss: 1.2134... Generator Loss: 0.9769
Epoch 2/3... Discriminator Loss: 1.2491... Generator Loss: 0.6603
Epoch 2/3... Discriminator Loss: 1.2676... Generator Loss: 1.1390
Epoch 2/3... Discriminator Loss: 1.4866... Generator Loss: 0.4759
Epoch 2/3... Discriminator Loss: 1.6049... Generator Loss: 1.6895
Epoch 2/3... Discriminator Loss: 1.7847... Generator Loss: 0.2952
Epoch 2/3... Discriminator Loss: 1.5600... Generator Loss: 1.8367
Epoch 2/3... Discriminator Loss: 1.4357... Generator Loss: 0.4916
Epoch 2/3... Discriminator Loss: 1.2216... Generator Loss: 1.1206
Epoch 2/3... Discriminator Loss: 1.2949... Generator Loss: 0.6810
Epoch 2/3... Discriminator Loss: 1.2003... Generator Loss: 0.9490
Epoch 2/3... Discriminator Loss: 1.2025... Generator Loss: 0.7584
Epoch 2/3... Discriminator Loss: 1.1731... Generator Loss: 0.9245
Epoch 2/3... Discriminator Loss: 1.1684... Generator Loss: 0.8746
Epoch 2/3... Discriminator Loss: 1.1481... Generator Loss: 0.8253
Epoch 2/3... Discriminator Loss: 1.1727... Generator Loss: 0.9093
Epoch 2/3... Discriminator Loss: 1.1560... Generator Loss: 0.9733
Epoch 2/3... Discriminator Loss: 1.2347... Generator Loss: 0.7013
Epoch 2/3... Discriminator Loss: 1.1736... Generator Loss: 1.0079
Epoch 2/3... Discriminator Loss: 1.2280... Generator Loss: 0.6910
Epoch 2/3... Discriminator Loss: 1.1517... Generator Loss: 1.2075
Epoch 2/3... Discriminator Loss: 1.2679... Generator Loss: 0.6208
Epoch 2/3... Discriminator Loss: 1.3022... Generator Loss: 1.2204
Epoch 2/3... Discriminator Loss: 1.2594... Generator Loss: 0.6178
Epoch 2/3... Discriminator Loss: 1.2182... Generator Loss: 1.4256
Epoch 2/3... Discriminator Loss: 1.6384... Generator Loss: 0.3611
Epoch 2/3... Discriminator Loss: 1.7647... Generator Loss: 2.2649
Epoch 2/3... Discriminator Loss: 1.5573... Generator Loss: 0.4036
Epoch 2/3... Discriminator Loss: 1.2503... Generator Loss: 1.4528
Epoch 2/3... Discriminator Loss: 1.2039... Generator Loss: 0.7245
Epoch 2/3... Discriminator Loss: 1.1690... Generator Loss: 0.9577
Epoch 2/3... Discriminator Loss: 1.1643... Generator Loss: 0.7942
Epoch 2/3... Discriminator Loss: 1.1533... Generator Loss: 0.9960
Epoch 2/3... Discriminator Loss: 1.2733... Generator Loss: 0.6463
Epoch 2/3... Discriminator Loss: 1.0913... Generator Loss: 1.1258
Epoch 2/3... Discriminator Loss: 1.1970... Generator Loss: 0.7319
Epoch 2/3... Discriminator Loss: 1.1052... Generator Loss: 1.1859
Epoch 2/3... Discriminator Loss: 1.1941... Generator Loss: 0.6625
Epoch 2/3... Discriminator Loss: 1.0589... Generator Loss: 1.2143
Epoch 2/3... Discriminator Loss: 1.1442... Generator Loss: 0.7297
Epoch 2/3... Discriminator Loss: 1.1542... Generator Loss: 1.1856
Epoch 2/3... Discriminator Loss: 1.5116... Generator Loss: 0.4200
Epoch 2/3... Discriminator Loss: 1.4071... Generator Loss: 1.8880
Epoch 2/3... Discriminator Loss: 1.2334... Generator Loss: 0.7178
Epoch 2/3... Discriminator Loss: 1.1485... Generator Loss: 1.0886
Epoch 2/3... Discriminator Loss: 1.2532... Generator Loss: 0.7067
Epoch 2/3... Discriminator Loss: 1.2792... Generator Loss: 1.3185
Epoch 2/3... Discriminator Loss: 1.7089... Generator Loss: 0.3339
Epoch 2/3... Discriminator Loss: 1.7459... Generator Loss: 2.1732
Epoch 2/3... Discriminator Loss: 1.5431... Generator Loss: 0.4136
Epoch 2/3... Discriminator Loss: 1.2733... Generator Loss: 1.4501
Epoch 2/3... Discriminator Loss: 1.3139... Generator Loss: 0.5803
Epoch 2/3... Discriminator Loss: 1.1851... Generator Loss: 1.0265
Epoch 2/3... Discriminator Loss: 1.1439... Generator Loss: 0.8657
Epoch 2/3... Discriminator Loss: 1.2059... Generator Loss: 0.8409
Epoch 2/3... Discriminator Loss: 1.2448... Generator Loss: 0.7794
Epoch 2/3... Discriminator Loss: 1.1110... Generator Loss: 1.1476
Epoch 2/3... Discriminator Loss: 1.2185... Generator Loss: 0.6854
Epoch 2/3... Discriminator Loss: 1.1201... Generator Loss: 1.1487
Epoch 2/3... Discriminator Loss: 1.2537... Generator Loss: 0.6632
Epoch 2/3... Discriminator Loss: 1.1384... Generator Loss: 1.2758
Epoch 2/3... Discriminator Loss: 1.1129... Generator Loss: 0.8810
Epoch 2/3... Discriminator Loss: 1.1071... Generator Loss: 0.8486
Epoch 2/3... Discriminator Loss: 1.1674... Generator Loss: 1.1861
Epoch 2/3... Discriminator Loss: 1.5911... Generator Loss: 0.3672
Epoch 2/3... Discriminator Loss: 1.9027... Generator Loss: 2.4288
Epoch 2/3... Discriminator Loss: 1.6285... Generator Loss: 0.3713
Epoch 2/3... Discriminator Loss: 1.2678... Generator Loss: 1.5853
Epoch 2/3... Discriminator Loss: 1.2906... Generator Loss: 0.5881
Epoch 2/3... Discriminator Loss: 1.2930... Generator Loss: 1.3513
Epoch 2/3... Discriminator Loss: 1.2042... Generator Loss: 0.6710
Epoch 2/3... Discriminator Loss: 1.2019... Generator Loss: 1.2708
Epoch 2/3... Discriminator Loss: 1.4275... Generator Loss: 0.4659
Epoch 2/3... Discriminator Loss: 1.4863... Generator Loss: 1.8913
Epoch 2/3... Discriminator Loss: 1.6323... Generator Loss: 0.3576
Epoch 2/3... Discriminator Loss: 1.2766... Generator Loss: 1.8008
Epoch 2/3... Discriminator Loss: 1.3073... Generator Loss: 0.6041
Epoch 2/3... Discriminator Loss: 1.1743... Generator Loss: 0.9712
Epoch 2/3... Discriminator Loss: 1.1696... Generator Loss: 0.8257
Epoch 2/3... Discriminator Loss: 1.2286... Generator Loss: 0.8539
Epoch 2/3... Discriminator Loss: 1.1884... Generator Loss: 0.7714
Epoch 2/3... Discriminator Loss: 1.2004... Generator Loss: 0.8636
Epoch 2/3... Discriminator Loss: 1.1636... Generator Loss: 0.8919
Epoch 2/3... Discriminator Loss: 1.1416... Generator Loss: 0.8304
Epoch 2/3... Discriminator Loss: 1.0418... Generator Loss: 1.1134
Epoch 2/3... Discriminator Loss: 1.1842... Generator Loss: 0.7233

Epoch 2/3... Discriminator Loss: 1.1534... Generator Loss: 1.1410
Epoch 2/3... Discriminator Loss: 1.3549... Generator Loss: 0.5291
Epoch 2/3... Discriminator Loss: 1.2403... Generator Loss: 1.4677
Epoch 2/3... Discriminator Loss: 1.2932... Generator Loss: 0.5960
Epoch 2/3... Discriminator Loss: 1.4445... Generator Loss: 1.3531
Epoch 2/3... Discriminator Loss: 1.9397... Generator Loss: 0.2536
Epoch 2/3... Discriminator Loss: 2.2157... Generator Loss: 2.5223
Epoch 2/3... Discriminator Loss: 1.3093... Generator Loss: 0.5907
Epoch 2/3... Discriminator Loss: 1.3641... Generator Loss: 1.5906
Epoch 2/3... Discriminator Loss: 1.5229... Generator Loss: 0.4292
Epoch 2/3... Discriminator Loss: 1.3417... Generator Loss: 1.5157
Epoch 2/3... Discriminator Loss: 1.3247... Generator Loss: 0.5746
Epoch 2/3... Discriminator Loss: 1.2540... Generator Loss: 1.1538
Epoch 2/3... Discriminator Loss: 1.3013... Generator Loss: 0.6368
Epoch 2/3... Discriminator Loss: 1.2344... Generator Loss: 1.0268
Epoch 2/3... Discriminator Loss: 1.2276... Generator Loss: 0.7564
Epoch 2/3... Discriminator Loss: 1.1462... Generator Loss: 1.0663
Epoch 2/3... Discriminator Loss: 1.3132... Generator Loss: 0.5935
Epoch 2/3... Discriminator Loss: 1.3777... Generator Loss: 1.4060
Epoch 2/3... Discriminator Loss: 1.5367... Generator Loss: 0.4009
Epoch 2/3... Discriminator Loss: 1.6831... Generator Loss: 1.5408
Epoch 2/3... Discriminator Loss: 1.2679... Generator Loss: 0.7709
Epoch 2/3... Discriminator Loss: 1.1748... Generator Loss: 1.0293
Epoch 2/3... Discriminator Loss: 1.2423... Generator Loss: 0.7452
Epoch 2/3... Discriminator Loss: 1.2342... Generator Loss: 0.9775
Epoch 2/3... Discriminator Loss: 1.3439... Generator Loss: 0.6271
Epoch 2/3... Discriminator Loss: 1.3073... Generator Loss: 1.3145
Epoch 2/3... Discriminator Loss: 1.5688... Generator Loss: 0.3995
Epoch 2/3... Discriminator Loss: 1.4621... Generator Loss: 1.5561
Epoch 2/3... Discriminator Loss: 1.4075... Generator Loss: 0.5328
Epoch 2/3... Discriminator Loss: 1.3402... Generator Loss: 0.9758
Epoch 2/3... Discriminator Loss: 1.2832... Generator Loss: 0.8766
Epoch 2/3... Discriminator Loss: 1.3927... Generator Loss: 0.6044
Epoch 2/3... Discriminator Loss: 1.3414... Generator Loss: 0.9390
Epoch 2/3... Discriminator Loss: 1.2587... Generator Loss: 0.7296
Epoch 2/3... Discriminator Loss: 1.2305... Generator Loss: 0.8310
Epoch 3/3... Discriminator Loss: 1.1928... Generator Loss: 0.9072
Epoch 3/3... Discriminator Loss: 1.2301... Generator Loss: 0.7725
Epoch 3/3... Discriminator Loss: 1.1706... Generator Loss: 0.8516
Epoch 3/3... Discriminator Loss: 1.1626... Generator Loss: 0.8909
Epoch 3/3... Discriminator Loss: 1.2470... Generator Loss: 0.7179
Epoch 3/3... Discriminator Loss: 1.1903... Generator Loss: 1.0867
Epoch 3/3... Discriminator Loss: 1.3236... Generator Loss: 0.6157
Epoch 3/3... Discriminator Loss: 1.1648... Generator Loss: 1.0705
Epoch 3/3... Discriminator Loss: 1.1596... Generator Loss: 0.8157
Epoch 3/3... Discriminator Loss: 1.1858... Generator Loss: 0.9937
Epoch 3/3... Discriminator Loss: 1.2247... Generator Loss: 0.7125
Epoch 3/3... Discriminator Loss: 1.0682... Generator Loss: 1.2884
Epoch 3/3... Discriminator Loss: 1.3549... Generator Loss: 0.5173
Epoch 3/3... Discriminator Loss: 1.3260... Generator Loss: 1.5847
Epoch 3/3... Discriminator Loss: 1.4176... Generator Loss: 0.4769
Epoch 3/3... Discriminator Loss: 1.3601... Generator Loss: 1.5677
Epoch 3/3... Discriminator Loss: 1.3248... Generator Loss: 0.5429
Epoch 3/3... Discriminator Loss: 1.4927... Generator Loss: 1.7481
Epoch 3/3... Discriminator Loss: 1.7463... Generator Loss: 0.3103
Epoch 3/3... Discriminator Loss: 1.5569... Generator Loss: 2.0806
Epoch 3/3... Discriminator Loss: 1.3055... Generator Loss: 0.5796
Epoch 3/3... Discriminator Loss: 1.1702... Generator Loss: 1.0002
Epoch 3/3... Discriminator Loss: 1.1198... Generator Loss: 0.9710
Epoch 3/3... Discriminator Loss: 1.2750... Generator Loss: 0.7367
Epoch 3/3... Discriminator Loss: 1.1457... Generator Loss: 0.8809
Epoch 3/3... Discriminator Loss: 1.2064... Generator Loss: 0.8516
Epoch 3/3... Discriminator Loss: 1.1850... Generator Loss: 0.9517
Epoch 3/3... Discriminator Loss: 1.2572... Generator Loss: 0.7363
Epoch 3/3... Discriminator Loss: 1.1546... Generator Loss: 0.9703
Epoch 3/3... Discriminator Loss: 1.2705... Generator Loss: 0.6786
Epoch 3/3... Discriminator Loss: 1.1514... Generator Loss: 0.9938
Epoch 3/3... Discriminator Loss: 1.1813... Generator Loss: 0.7331
Epoch 3/3... Discriminator Loss: 1.1480... Generator Loss: 1.0113
Epoch 3/3... Discriminator Loss: 1.2051... Generator Loss: 0.7271
Epoch 3/3... Discriminator Loss: 1.1556... Generator Loss: 1.0843
Epoch 3/3... Discriminator Loss: 1.3119... Generator Loss: 0.5682
Epoch 3/3... Discriminator Loss: 1.3330... Generator Loss: 1.7465
Epoch 3/3... Discriminator Loss: 1.6117... Generator Loss: 0.3656
Epoch 3/3... Discriminator Loss: 2.4793... Generator Loss: 2.3121
Epoch 3/3... Discriminator Loss: 1.4158... Generator Loss: 0.5320
Epoch 3/3... Discriminator Loss: 1.2784... Generator Loss: 1.6188
Epoch 3/3... Discriminator Loss: 1.3771... Generator Loss: 0.5397
Epoch 3/3... Discriminator Loss: 1.3961... Generator Loss: 1.4526
Epoch 3/3... Discriminator Loss: 1.5242... Generator Loss: 0.4357
Epoch 3/3... Discriminator Loss: 1.4477... Generator Loss: 1.5593
Epoch 3/3... Discriminator Loss: 1.4306... Generator Loss: 0.5020
Epoch 3/3... Discriminator Loss: 1.2805... Generator Loss: 1.3371
Epoch 3/3... Discriminator Loss: 1.3084... Generator Loss: 0.6583
Epoch 3/3... Discriminator Loss: 1.3361... Generator Loss: 1.0018
Epoch 3/3... Discriminator Loss: 1.4381... Generator Loss: 0.5766
Epoch 3/3... Discriminator Loss: 1.3287... Generator Loss: 1.0261
Epoch 3/3... Discriminator Loss: 1.2985... Generator Loss: 0.6692
Epoch 3/3... Discriminator Loss: 1.2074... Generator Loss: 0.9506
Epoch 3/3... Discriminator Loss: 1.2198... Generator Loss: 0.8649
Epoch 3/3... Discriminator Loss: 1.3129... Generator Loss: 0.6841
Epoch 3/3... Discriminator Loss: 1.2422... Generator Loss: 1.0107
Epoch 3/3... Discriminator Loss: 1.2540... Generator Loss: 0.7516
Epoch 3/3... Discriminator Loss: 1.3040... Generator Loss: 0.7817
Epoch 3/3... Discriminator Loss: 1.1914... Generator Loss: 0.8488
Epoch 3/3... Discriminator Loss: 1.2120... Generator Loss: 0.8091
Epoch 3/3... Discriminator Loss: 1.1563... Generator Loss: 0.9287
Epoch 3/3... Discriminator Loss: 1.2390... Generator Loss: 0.7298
Epoch 3/3... Discriminator Loss: 1.2069... Generator Loss: 1.0408
Epoch 3/3... Discriminator Loss: 1.1584... Generator Loss: 0.7787

Epoch 3/3... Discriminator Loss: 1.1415... Generator Loss: 0.9433
Epoch 3/3... Discriminator Loss: 1.0977... Generator Loss: 0.9213
Epoch 3/3... Discriminator Loss: 1.1417... Generator Loss: 0.8687
Epoch 3/3... Discriminator Loss: 1.2062... Generator Loss: 0.8282
Epoch 3/3... Discriminator Loss: 1.1306... Generator Loss: 0.8598
Epoch 3/3... Discriminator Loss: 1.1528... Generator Loss: 0.9556
Epoch 3/3... Discriminator Loss: 1.1537... Generator Loss: 0.8479
Epoch 3/3... Discriminator Loss: 1.1290... Generator Loss: 0.9813
Epoch 3/3... Discriminator Loss: 1.1970... Generator Loss: 0.7573
Epoch 3/3... Discriminator Loss: 1.1563... Generator Loss: 0.9597
Epoch 3/3... Discriminator Loss: 1.0324... Generator Loss: 1.0204
Epoch 3/3... Discriminator Loss: 1.3178... Generator Loss: 0.5866
Epoch 3/3... Discriminator Loss: 1.2376... Generator Loss: 1.4103
Epoch 3/3... Discriminator Loss: 1.3869... Generator Loss: 0.4929
Epoch 3/3... Discriminator Loss: 1.6154... Generator Loss: 1.9569
Epoch 3/3... Discriminator Loss: 1.9960... Generator Loss: 0.2529
Epoch 3/3... Discriminator Loss: 2.1004... Generator Loss: 2.4058
Epoch 3/3... Discriminator Loss: 1.4944... Generator Loss: 0.4634
Epoch 3/3... Discriminator Loss: 1.1796... Generator Loss: 1.3688
Epoch 3/3... Discriminator Loss: 1.2674... Generator Loss: 0.7461
Epoch 3/3... Discriminator Loss: 1.2155... Generator Loss: 0.8857
Epoch 3/3... Discriminator Loss: 1.1968... Generator Loss: 0.7958
Epoch 3/3... Discriminator Loss: 1.1385... Generator Loss: 0.9410
Epoch 3/3... Discriminator Loss: 1.1739... Generator Loss: 0.9389
Epoch 3/3... Discriminator Loss: 1.2270... Generator Loss: 0.7035
Epoch 3/3... Discriminator Loss: 1.1572... Generator Loss: 1.0781
Epoch 3/3... Discriminator Loss: 1.2582... Generator Loss: 0.6576
Epoch 3/3... Discriminator Loss: 1.1445... Generator Loss: 1.2702
Epoch 3/3... Discriminator Loss: 1.3123... Generator Loss: 0.5872
Epoch 3/3... Discriminator Loss: 1.1413... Generator Loss: 1.1722
Epoch 3/3... Discriminator Loss: 1.1964... Generator Loss: 0.7134
Epoch 3/3... Discriminator Loss: 1.0960... Generator Loss: 1.0062
Epoch 3/3... Discriminator Loss: 1.0764... Generator Loss: 0.9413
Epoch 3/3... Discriminator Loss: 1.1150... Generator Loss: 0.8908
Epoch 3/3... Discriminator Loss: 1.1539... Generator Loss: 0.9394
Epoch 3/3... Discriminator Loss: 1.1482... Generator Loss: 0.8350
Epoch 3/3... Discriminator Loss: 1.1003... Generator Loss: 0.9979
Epoch 3/3... Discriminator Loss: 1.1011... Generator Loss: 1.0531
Epoch 3/3... Discriminator Loss: 1.3869... Generator Loss: 0.5057
Epoch 3/3... Discriminator Loss: 1.5204... Generator Loss: 1.9086
Epoch 3/3... Discriminator Loss: 1.8155... Generator Loss: 0.2893
Epoch 3/3... Discriminator Loss: 1.7927... Generator Loss: 2.1814
Epoch 3/3... Discriminator Loss: 1.2351... Generator Loss: 0.7287
Epoch 3/3... Discriminator Loss: 1.1854... Generator Loss: 1.0080
Epoch 3/3... Discriminator Loss: 1.0947... Generator Loss: 1.0018
Epoch 3/3... Discriminator Loss: 1.2820... Generator Loss: 0.7355
Epoch 3/3... Discriminator Loss: 1.2671... Generator Loss: 0.9145
Epoch 3/3... Discriminator Loss: 1.3406... Generator Loss: 0.6398
Epoch 3/3... Discriminator Loss: 1.2984... Generator Loss: 1.0386
Epoch 3/3... Discriminator Loss: 1.4348... Generator Loss: 0.5460
Epoch 3/3... Discriminator Loss: 1.3198... Generator Loss: 1.2984
Epoch 3/3... Discriminator Loss: 1.5622... Generator Loss: 0.4220
Epoch 3/3... Discriminator Loss: 1.3807... Generator Loss: 1.5460
Epoch 3/3... Discriminator Loss: 1.2973... Generator Loss: 0.6206
Epoch 3/3... Discriminator Loss: 1.1997... Generator Loss: 0.8578
Epoch 3/3... Discriminator Loss: 1.2094... Generator Loss: 1.0430
Epoch 3/3... Discriminator Loss: 1.2668... Generator Loss: 0.6832
Epoch 3/3... Discriminator Loss: 1.1588... Generator Loss: 1.1086
Epoch 3/3... Discriminator Loss: 1.1930... Generator Loss: 0.7378
Epoch 3/3... Discriminator Loss: 1.1365... Generator Loss: 1.2420
Epoch 3/3... Discriminator Loss: 1.2449... Generator Loss: 0.6490
Epoch 3/3... Discriminator Loss: 1.1655... Generator Loss: 1.2976
Epoch 3/3... Discriminator Loss: 1.2020... Generator Loss: 0.6991
Epoch 3/3... Discriminator Loss: 1.0755... Generator Loss: 1.1608
Epoch 3/3... Discriminator Loss: 1.1902... Generator Loss: 0.7063
Epoch 3/3... Discriminator Loss: 1.2225... Generator Loss: 1.1735
Epoch 3/3... Discriminator Loss: 1.4466... Generator Loss: 0.4724
Epoch 3/3... Discriminator Loss: 1.4547... Generator Loss: 1.3760
Epoch 3/3... Discriminator Loss: 1.2150... Generator Loss: 0.7274
Epoch 3/3... Discriminator Loss: 1.2170... Generator Loss: 1.3097
Epoch 3/3... Discriminator Loss: 1.4244... Generator Loss: 0.4857
Epoch 3/3... Discriminator Loss: 1.5674... Generator Loss: 1.8196
Epoch 3/3... Discriminator Loss: 1.5860... Generator Loss: 0.4139
Epoch 3/3... Discriminator Loss: 1.4365... Generator Loss: 1.4996
Epoch 3/3... Discriminator Loss: 1.3668... Generator Loss: 0.5836
Epoch 3/3... Discriminator Loss: 1.2570... Generator Loss: 0.9408
Epoch 3/3... Discriminator Loss: 1.2512... Generator Loss: 0.8744
Epoch 3/3... Discriminator Loss: 1.2184... Generator Loss: 0.8033
Epoch 3/3... Discriminator Loss: 1.1841... Generator Loss: 0.9149
Epoch 3/3... Discriminator Loss: 1.2227... Generator Loss: 0.8034
Epoch 3/3... Discriminator Loss: 1.2385... Generator Loss: 0.8364
Epoch 3/3... Discriminator Loss: 1.2180... Generator Loss: 0.7381
Epoch 3/3... Discriminator Loss: 1.1602... Generator Loss: 1.0949
Epoch 3/3... Discriminator Loss: 1.2578... Generator Loss: 0.6513
Epoch 3/3... Discriminator Loss: 1.1655... Generator Loss: 1.3229
Epoch 3/3... Discriminator Loss: 1.4349... Generator Loss: 0.4698
Epoch 3/3... Discriminator Loss: 1.2958... Generator Loss: 1.4272
Epoch 3/3... Discriminator Loss: 1.2531... Generator Loss: 0.6721
Epoch 3/3... Discriminator Loss: 1.1958... Generator Loss: 1.1091
Epoch 3/3... Discriminator Loss: 1.2910... Generator Loss: 0.6238
Epoch 3/3... Discriminator Loss: 1.2231... Generator Loss: 1.2064
Epoch 3/3... Discriminator Loss: 1.3904... Generator Loss: 0.5083
Epoch 3/3... Discriminator Loss: 1.4025... Generator Loss: 1.6607
Epoch 3/3... Discriminator Loss: 1.4676... Generator Loss: 0.4636
Epoch 3/3... Discriminator Loss: 1.2272... Generator Loss: 1.2490
Epoch 3/3... Discriminator Loss: 1.2051... Generator Loss: 0.7485
Epoch 3/3... Discriminator Loss: 1.2117... Generator Loss: 0.8235
Epoch 3/3... Discriminator Loss: 1.1971... Generator Loss: 0.8830
Epoch 3/3... Discriminator Loss: 1.1605... Generator Loss: 0.8684
Epoch 3/3... Discriminator Loss: 1.0851... Generator Loss: 0.9224

Epoch 3/3... Discriminator Loss: 1.1779... Generator Loss: 0.7893
Epoch 3/3... Discriminator Loss: 1.1873... Generator Loss: 1.1109
Epoch 3/3... Discriminator Loss: 1.4343... Generator Loss: 0.5016
Epoch 3/3... Discriminator Loss: 1.4185... Generator Loss: 1.3612
Epoch 3/3... Discriminator Loss: 1.1508... Generator Loss: 0.6987
Epoch 3/3... Discriminator Loss: 1.2554... Generator Loss: 1.6819
Epoch 3/3... Discriminator Loss: 1.6820... Generator Loss: 0.3346
Epoch 3/3... Discriminator Loss: 1.7478... Generator Loss: 2.2519
Epoch 3/3... Discriminator Loss: 1.5001... Generator Loss: 0.4627
Epoch 3/3... Discriminator Loss: 1.2004... Generator Loss: 1.4087
Epoch 3/3... Discriminator Loss: 1.1941... Generator Loss: 0.7897
Epoch 3/3... Discriminator Loss: 1.2313... Generator Loss: 0.8171
Epoch 3/3... Discriminator Loss: 1.1623... Generator Loss: 1.0048
Epoch 3/3... Discriminator Loss: 1.2338... Generator Loss: 0.6753
Epoch 3/3... Discriminator Loss: 1.2057... Generator Loss: 1.1963
Epoch 3/3... Discriminator Loss: 1.2718... Generator Loss: 0.6343
Epoch 3/3... Discriminator Loss: 1.1632... Generator Loss: 1.2536
Epoch 3/3... Discriminator Loss: 1.1264... Generator Loss: 0.7645
Epoch 3/3... Discriminator Loss: 1.1577... Generator Loss: 1.1105
Epoch 3/3... Discriminator Loss: 1.2831... Generator Loss: 0.6464
Epoch 3/3... Discriminator Loss: 1.1687... Generator Loss: 1.1247
Epoch 3/3... Discriminator Loss: 1.3082... Generator Loss: 0.5864
Epoch 3/3... Discriminator Loss: 1.2348... Generator Loss: 1.4140
Epoch 3/3... Discriminator Loss: 1.1507... Generator Loss: 0.7961
Epoch 3/3... Discriminator Loss: 1.1596... Generator Loss: 0.8578
Epoch 3/3... Discriminator Loss: 1.1502... Generator Loss: 0.9833
Epoch 3/3... Discriminator Loss: 1.3027... Generator Loss: 0.6654
Epoch 3/3... Discriminator Loss: 1.2943... Generator Loss: 1.1806
Epoch 3/3... Discriminator Loss: 1.3282... Generator Loss: 0.5366
Epoch 3/3... Discriminator Loss: 1.4147... Generator Loss: 1.8486
Epoch 3/3... Discriminator Loss: 1.2486... Generator Loss: 0.6532
Epoch 3/3... Discriminator Loss: 1.2592... Generator Loss: 1.3155
Epoch 3/3... Discriminator Loss: 1.3815... Generator Loss: 0.5117
Epoch 3/3... Discriminator Loss: 1.4819... Generator Loss: 1.6606
Epoch 3/3... Discriminator Loss: 1.6336... Generator Loss: 0.3540
Epoch 3/3... Discriminator Loss: 1.4984... Generator Loss: 1.7299
Epoch 3/3... Discriminator Loss: 1.4056... Generator Loss: 0.5402
Epoch 3/3... Discriminator Loss: 1.2304... Generator Loss: 0.9498
Epoch 3/3... Discriminator Loss: 1.2694... Generator Loss: 0.7760
Epoch 3/3... Discriminator Loss: 1.2865... Generator Loss: 0.8861
Epoch 3/3... Discriminator Loss: 1.1352... Generator Loss: 0.9096
Epoch 3/3... Discriminator Loss: 1.2149... Generator Loss: 0.7773
Epoch 3/3... Discriminator Loss: 1.1783... Generator Loss: 0.9946
Epoch 3/3... Discriminator Loss: 1.2113... Generator Loss: 0.7667
Epoch 3/3... Discriminator Loss: 1.1393... Generator Loss: 0.9240
Epoch 3/3... Discriminator Loss: 1.2359... Generator Loss: 0.7718
Epoch 3/3... Discriminator Loss: 1.2172... Generator Loss: 1.0031
Epoch 3/3... Discriminator Loss: 1.2067... Generator Loss: 0.7098
Epoch 3/3... Discriminator Loss: 1.1469... Generator Loss: 0.9718
Epoch 3/3... Discriminator Loss: 1.0325... Generator Loss: 0.9800
Epoch 3/3... Discriminator Loss: 1.1308... Generator Loss: 0.9040
Epoch 3/3... Discriminator Loss: 1.1423... Generator Loss: 0.8773
Epoch 3/3... Discriminator Loss: 1.1446... Generator Loss: 0.8825
Epoch 3/3... Discriminator Loss: 1.0871... Generator Loss: 0.8679
Epoch 3/3... Discriminator Loss: 1.1615... Generator Loss: 1.2090
Epoch 3/3... Discriminator Loss: 1.1300... Generator Loss: 0.7886
Epoch 3/3... Discriminator Loss: 1.1521... Generator Loss: 1.6002
Epoch 3/3... Discriminator Loss: 1.7639... Generator Loss: 0.3124
Epoch 3/3... Discriminator Loss: 1.7879... Generator Loss: 2.4213
Epoch 3/3... Discriminator Loss: 1.5917... Generator Loss: 0.4487
Epoch 3/3... Discriminator Loss: 1.2590... Generator Loss: 1.2592
Epoch 3/3... Discriminator Loss: 1.1486... Generator Loss: 0.8165
Epoch 3/3... Discriminator Loss: 1.2256... Generator Loss: 0.7433
Epoch 3/3... Discriminator Loss: 1.1558... Generator Loss: 1.2528
Epoch 3/3... Discriminator Loss: 1.3694... Generator Loss: 0.5723
Epoch 3/3... Discriminator Loss: 1.4248... Generator Loss: 1.5459
Epoch 3/3... Discriminator Loss: 1.5479... Generator Loss: 0.4132
Epoch 3/3... Discriminator Loss: 1.9545... Generator Loss: 2.1695
Epoch 3/3... Discriminator Loss: 1.5247... Generator Loss: 0.4368
Epoch 3/3... Discriminator Loss: 1.5350... Generator Loss: 1.7475
Epoch 3/3... Discriminator Loss: 1.5288... Generator Loss: 0.4176
Epoch 3/3... Discriminator Loss: 1.2071... Generator Loss: 1.3849
Epoch 3/3... Discriminator Loss: 1.2737... Generator Loss: 0.6811
Epoch 3/3... Discriminator Loss: 1.2039... Generator Loss: 0.9563
Epoch 3/3... Discriminator Loss: 1.1767... Generator Loss: 0.8276
Epoch 3/3... Discriminator Loss: 1.2259... Generator Loss: 0.8385
Epoch 3/3... Discriminator Loss: 1.1946... Generator Loss: 0.8493
Epoch 3/3... Discriminator Loss: 1.1873... Generator Loss: 0.9253
Epoch 3/3... Discriminator Loss: 1.2043... Generator Loss: 0.7942
Epoch 3/3... Discriminator Loss: 1.1767... Generator Loss: 1.0026
Epoch 3/3... Discriminator Loss: 1.2436... Generator Loss: 0.6692
Epoch 3/3... Discriminator Loss: 1.1668... Generator Loss: 1.1677
Epoch 3/3... Discriminator Loss: 1.2343... Generator Loss: 0.6491
Epoch 3/3... Discriminator Loss: 1.2721... Generator Loss: 1.2361
Epoch 3/3... Discriminator Loss: 1.3657... Generator Loss: 0.5081
Epoch 3/3... Discriminator Loss: 1.3253... Generator Loss: 1.7852
Epoch 3/3... Discriminator Loss: 1.2127... Generator Loss: 0.6549
Epoch 3/3... Discriminator Loss: 1.2814... Generator Loss: 1.3939
Epoch 3/3... Discriminator Loss: 1.7666... Generator Loss: 0.2954
Epoch 3/3... Discriminator Loss: 1.8833... Generator Loss: 2.3875
Epoch 3/3... Discriminator Loss: 1.3421... Generator Loss: 0.5708
Epoch 3/3... Discriminator Loss: 1.2267... Generator Loss: 0.9566
Epoch 3/3... Discriminator Loss: 1.2198... Generator Loss: 0.8759
Epoch 3/3... Discriminator Loss: 1.2407... Generator Loss: 0.7711
Epoch 3/3... Discriminator Loss: 1.2253... Generator Loss: 0.9297
Epoch 3/3... Discriminator Loss: 1.2603... Generator Loss: 0.7048
Epoch 3/3... Discriminator Loss: 1.1755... Generator Loss: 0.9317
Epoch 3/3... Discriminator Loss: 1.1209... Generator Loss: 0.9955
Epoch 3/3... Discriminator Loss: 1.0651... Generator Loss: 0.9077
Epoch 3/3... Discriminator Loss: 1.1723... Generator Loss: 0.8036

Epoch 3/3... Discriminator Loss: 1.1803... Generator Loss: 0.9917
Epoch 3/3... Discriminator Loss: 1.1795... Generator Loss: 0.7244
Epoch 3/3... Discriminator Loss: 1.1378... Generator Loss: 1.1324
Epoch 3/3... Discriminator Loss: 1.1183... Generator Loss: 0.8949
Epoch 3/3... Discriminator Loss: 1.1080... Generator Loss: 0.8160
Epoch 3/3... Discriminator Loss: 1.1926... Generator Loss: 1.2841
Epoch 3/3... Discriminator Loss: 1.5701... Generator Loss: 0.3861
Epoch 3/3... Discriminator Loss: 2.1849... Generator Loss: 2.3778
Epoch 3/3... Discriminator Loss: 1.2377... Generator Loss: 0.7138
Epoch 3/3... Discriminator Loss: 1.2018... Generator Loss: 0.9864
Epoch 3/3... Discriminator Loss: 1.2031... Generator Loss: 0.8995
Epoch 3/3... Discriminator Loss: 1.1890... Generator Loss: 0.8942
Epoch 3/3... Discriminator Loss: 1.2270... Generator Loss: 0.8108
Epoch 3/3... Discriminator Loss: 1.3095... Generator Loss: 0.7869
Epoch 3/3... Discriminator Loss: 1.3011... Generator Loss: 0.8370
Epoch 3/3... Discriminator Loss: 1.4000... Generator Loss: 0.6354
Epoch 3/3... Discriminator Loss: 1.3224... Generator Loss: 1.1432
Epoch 3/3... Discriminator Loss: 1.4293... Generator Loss: 0.5392
Epoch 3/3... Discriminator Loss: 1.4051... Generator Loss: 1.4198
Epoch 3/3... Discriminator Loss: 1.4034... Generator Loss: 0.5708
Epoch 3/3... Discriminator Loss: 1.2417... Generator Loss: 1.0851
Epoch 3/3... Discriminator Loss: 1.2723... Generator Loss: 0.7620
Epoch 3/3... Discriminator Loss: 1.2749... Generator Loss: 0.8527
Epoch 3/3... Discriminator Loss: 1.1894... Generator Loss: 0.9392
Epoch 3/3... Discriminator Loss: 1.1826... Generator Loss: 0.8854
Epoch 3/3... Discriminator Loss: 1.1968... Generator Loss: 0.8478
Epoch 3/3... Discriminator Loss: 1.2463... Generator Loss: 0.7231
Epoch 3/3... Discriminator Loss: 1.2745... Generator Loss: 1.1380
Epoch 3/3... Discriminator Loss: 1.3681... Generator Loss: 0.5284
Epoch 3/3... Discriminator Loss: 1.3119... Generator Loss: 1.2747
Epoch 3/3... Discriminator Loss: 1.5090... Generator Loss: 0.4357
Epoch 3/3... Discriminator Loss: 1.4691... Generator Loss: 1.7625
Epoch 3/3... Discriminator Loss: 1.2779... Generator Loss: 0.6417
Epoch 3/3... Discriminator Loss: 1.2731... Generator Loss: 1.2190
Epoch 3/3... Discriminator Loss: 1.3234... Generator Loss: 0.5852
Epoch 3/3... Discriminator Loss: 1.3142... Generator Loss: 1.4250
Epoch 3/3... Discriminator Loss: 1.4406... Generator Loss: 0.4948
Epoch 3/3... Discriminator Loss: 1.3067... Generator Loss: 1.2809
Epoch 3/3... Discriminator Loss: 1.2824... Generator Loss: 0.6005
Epoch 3/3... Discriminator Loss: 1.2227... Generator Loss: 1.2263
Epoch 3/3... Discriminator Loss: 1.3096... Generator Loss: 0.6073
Epoch 3/3... Discriminator Loss: 1.2286... Generator Loss: 0.9403
Epoch 3/3... Discriminator Loss: 1.2041... Generator Loss: 0.8316
Epoch 3/3... Discriminator Loss: 1.2261... Generator Loss: 0.7707
Epoch 3/3... Discriminator Loss: 1.2571... Generator Loss: 0.8870
Epoch 3/3... Discriminator Loss: 1.1598... Generator Loss: 0.9118
Epoch 3/3... Discriminator Loss: 1.1585... Generator Loss: 0.8309
Epoch 3/3... Discriminator Loss: 1.1418... Generator Loss: 0.8124
Epoch 3/3... Discriminator Loss: 1.1503... Generator Loss: 1.0042
Epoch 3/3... Discriminator Loss: 1.2360... Generator Loss: 0.6740
Epoch 3/3... Discriminator Loss: 1.1094... Generator Loss: 1.2065
Epoch 3/3... Discriminator Loss: 1.1991... Generator Loss: 0.6966
Epoch 3/3... Discriminator Loss: 1.2090... Generator Loss: 1.2668
Epoch 3/3... Discriminator Loss: 1.4511... Generator Loss: 0.4514
Epoch 3/3... Discriminator Loss: 1.4164... Generator Loss: 1.8848
Epoch 3/3... Discriminator Loss: 1.3537... Generator Loss: 0.5264
Epoch 3/3... Discriminator Loss: 1.4383... Generator Loss: 1.6539
Epoch 3/3... Discriminator Loss: 1.6318... Generator Loss: 0.3676
Epoch 3/3... Discriminator Loss: 1.6096... Generator Loss: 2.0219
Epoch 3/3... Discriminator Loss: 1.3451... Generator Loss: 0.6332
Epoch 3/3... Discriminator Loss: 1.2318... Generator Loss: 0.8554
Epoch 3/3... Discriminator Loss: 1.2518... Generator Loss: 0.8581
Epoch 3/3... Discriminator Loss: 1.2637... Generator Loss: 0.7986
Epoch 3/3... Discriminator Loss: 1.1592... Generator Loss: 0.9029
Epoch 3/3... Discriminator Loss: 1.2125... Generator Loss: 0.7598
Epoch 3/3... Discriminator Loss: 1.2215... Generator Loss: 1.0882
Epoch 3/3... Discriminator Loss: 1.2044... Generator Loss: 0.7245
Epoch 3/3... Discriminator Loss: 1.1477... Generator Loss: 1.1843
Epoch 3/3... Discriminator Loss: 1.2028... Generator Loss: 0.6892
Epoch 3/3... Discriminator Loss: 1.2013... Generator Loss: 1.1056
Epoch 3/3... Discriminator Loss: 1.2149... Generator Loss: 0.6560
Epoch 3/3... Discriminator Loss: 1.2452... Generator Loss: 1.3712
Epoch 3/3... Discriminator Loss: 1.1813... Generator Loss: 0.7734
Epoch 3/3... Discriminator Loss: 1.1103... Generator Loss: 0.9257
Epoch 3/3... Discriminator Loss: 1.2034... Generator Loss: 0.8158
Epoch 3/3... Discriminator Loss: 1.2523... Generator Loss: 0.8225
Epoch 3/3... Discriminator Loss: 1.2435... Generator Loss: 0.9301
Epoch 3/3... Discriminator Loss: 1.1474... Generator Loss: 0.7985
Epoch 3/3... Discriminator Loss: 1.2079... Generator Loss: 1.1701
Epoch 3/3... Discriminator Loss: 1.1318... Generator Loss: 0.7809
Epoch 3/3... Discriminator Loss: 1.0994... Generator Loss: 1.1086
Epoch 3/3... Discriminator Loss: 1.3075... Generator Loss: 0.6268
Epoch 3/3... Discriminator Loss: 1.3319... Generator Loss: 1.5686
Epoch 3/3... Discriminator Loss: 1.5253... Generator Loss: 0.4539
Epoch 3/3... Discriminator Loss: 2.4741... Generator Loss: 2.5620
Epoch 3/3... Discriminator Loss: 1.7871... Generator Loss: 0.3156
Epoch 3/3... Discriminator Loss: 2.6012... Generator Loss: 3.3048
Epoch 3/3... Discriminator Loss: 1.5613... Generator Loss: 0.4340
Epoch 3/3... Discriminator Loss: 1.2535... Generator Loss: 1.2140
Epoch 3/3... Discriminator Loss: 1.2110... Generator Loss: 0.8659
Epoch 3/3... Discriminator Loss: 1.1507... Generator Loss: 0.9512
Epoch 3/3... Discriminator Loss: 1.2205... Generator Loss: 0.8969
Epoch 3/3... Discriminator Loss: 1.2665... Generator Loss: 0.7673
Epoch 3/3... Discriminator Loss: 1.2568... Generator Loss: 0.8547
Epoch 3/3... Discriminator Loss: 1.3343... Generator Loss: 0.7785
Epoch 3/3... Discriminator Loss: 1.3417... Generator Loss: 0.8435
Epoch 3/3... Discriminator Loss: 1.3391... Generator Loss: 0.7356
Epoch 3/3... Discriminator Loss: 1.2918... Generator Loss: 0.7719
Epoch 3/3... Discriminator Loss: 1.3054... Generator Loss: 0.9601
Epoch 3/3... Discriminator Loss: 1.3261... Generator Loss: 0.6546

Epoch 3/3... Discriminator Loss: 1.2462... Generator Loss: 1.0189
Epoch 3/3... Discriminator Loss: 1.3014... Generator Loss: 0.7181
Epoch 3/3... Discriminator Loss: 1.2036... Generator Loss: 0.8853
Epoch 3/3... Discriminator Loss: 1.2201... Generator Loss: 0.8451
Epoch 3/3... Discriminator Loss: 1.1875... Generator Loss: 0.9027
Epoch 3/3... Discriminator Loss: 1.2246... Generator Loss: 0.7629
Epoch 3/3... Discriminator Loss: 1.1491... Generator Loss: 1.0016
Epoch 3/3... Discriminator Loss: 1.2252... Generator Loss: 0.8031
Epoch 3/3... Discriminator Loss: 1.1935... Generator Loss: 0.8143
Epoch 3/3... Discriminator Loss: 1.1435... Generator Loss: 1.0046
Epoch 3/3... Discriminator Loss: 1.2948... Generator Loss: 0.6555
Epoch 3/3... Discriminator Loss: 1.0961... Generator Loss: 1.1415
Epoch 3/3... Discriminator Loss: 1.3868... Generator Loss: 0.5668
Epoch 3/3... Discriminator Loss: 1.1864... Generator Loss: 1.1586
Epoch 3/3... Discriminator Loss: 1.2268... Generator Loss: 0.6825
Epoch 3/3... Discriminator Loss: 1.1366... Generator Loss: 1.2998
Epoch 3/3... Discriminator Loss: 1.2740... Generator Loss: 0.6217
Epoch 3/3... Discriminator Loss: 1.1451... Generator Loss: 1.2584
Epoch 3/3... Discriminator Loss: 1.3534... Generator Loss: 0.5295
Epoch 3/3... Discriminator Loss: 1.3469... Generator Loss: 1.6809
Epoch 3/3... Discriminator Loss: 1.3324... Generator Loss: 0.5437
Epoch 3/3... Discriminator Loss: 1.2842... Generator Loss: 1.5860
Epoch 3/3... Discriminator Loss: 1.5312... Generator Loss: 0.3967
Epoch 3/3... Discriminator Loss: 1.4788... Generator Loss: 1.7292
Epoch 3/3... Discriminator Loss: 1.4152... Generator Loss: 0.4813
Epoch 3/3... Discriminator Loss: 1.3335... Generator Loss: 1.2391
Epoch 3/3... Discriminator Loss: 1.2216... Generator Loss: 0.6331
Epoch 3/3... Discriminator Loss: 1.2659... Generator Loss: 1.4912
Epoch 3/3... Discriminator Loss: 1.3938... Generator Loss: 0.4913
Epoch 3/3... Discriminator Loss: 1.3062... Generator Loss: 1.4404
Epoch 3/3... Discriminator Loss: 1.3263... Generator Loss: 0.5950
Epoch 3/3... Discriminator Loss: 1.1636... Generator Loss: 1.2542
Epoch 3/3... Discriminator Loss: 1.3199... Generator Loss: 0.6100
Epoch 3/3... Discriminator Loss: 1.2300... Generator Loss: 1.2761
Epoch 3/3... Discriminator Loss: 1.3027... Generator Loss: 0.6290
Epoch 3/3... Discriminator Loss: 1.2004... Generator Loss: 1.0917
Epoch 3/3... Discriminator Loss: 1.2804... Generator Loss: 0.6530
Epoch 3/3... Discriminator Loss: 1.1811... Generator Loss: 0.9946
Epoch 3/3... Discriminator Loss: 1.1940... Generator Loss: 0.7530
Epoch 3/3... Discriminator Loss: 1.1395... Generator Loss: 1.1049
Epoch 3/3... Discriminator Loss: 1.3246... Generator Loss: 0.6130
Epoch 3/3... Discriminator Loss: 1.1879... Generator Loss: 1.1759
Epoch 3/3... Discriminator Loss: 1.1951... Generator Loss: 0.6956
Epoch 3/3... Discriminator Loss: 1.2143... Generator Loss: 1.0241
Epoch 3/3... Discriminator Loss: 1.2519... Generator Loss: 0.6295
Epoch 3/3... Discriminator Loss: 1.2459... Generator Loss: 1.5174
Epoch 3/3... Discriminator Loss: 1.5217... Generator Loss: 0.4056
Epoch 3/3... Discriminator Loss: 1.8689... Generator Loss: 2.1135
Epoch 3/3... Discriminator Loss: 1.6798... Generator Loss: 0.3421
Epoch 3/3... Discriminator Loss: 1.6479... Generator Loss: 2.0773
Epoch 3/3... Discriminator Loss: 1.4028... Generator Loss: 0.5257
Epoch 3/3... Discriminator Loss: 1.2627... Generator Loss: 1.2217
Epoch 3/3... Discriminator Loss: 1.1985... Generator Loss: 0.7368
Epoch 3/3... Discriminator Loss: 1.2019... Generator Loss: 0.9945
Epoch 3/3... Discriminator Loss: 1.1151... Generator Loss: 0.7957
Epoch 3/3... Discriminator Loss: 1.1651... Generator Loss: 0.9195
Epoch 3/3... Discriminator Loss: 1.1409... Generator Loss: 0.9247
Epoch 3/3... Discriminator Loss: 1.1444... Generator Loss: 0.8305
Epoch 3/3... Discriminator Loss: 1.0920... Generator Loss: 0.9118
Epoch 3/3... Discriminator Loss: 1.1664... Generator Loss: 0.9239
Epoch 3/3... Discriminator Loss: 1.1480... Generator Loss: 0.8317
Epoch 3/3... Discriminator Loss: 1.1613... Generator Loss: 0.8784
Epoch 3/3... Discriminator Loss: 1.1190... Generator Loss: 0.9214
Epoch 3/3... Discriminator Loss: 1.1273... Generator Loss: 0.8676
Epoch 3/3... Discriminator Loss: 1.1515... Generator Loss: 1.0120
Epoch 3/3... Discriminator Loss: 1.2136... Generator Loss: 0.6750
Epoch 3/3... Discriminator Loss: 1.1643... Generator Loss: 1.3022
Epoch 3/3... Discriminator Loss: 1.2046... Generator Loss: 0.7360
Epoch 3/3... Discriminator Loss: 1.1599... Generator Loss: 1.0748
Epoch 3/3... Discriminator Loss: 1.3724... Generator Loss: 0.5499
Epoch 3/3... Discriminator Loss: 1.2689... Generator Loss: 1.4976
Epoch 3/3... Discriminator Loss: 1.4095... Generator Loss: 0.4990
Epoch 3/3... Discriminator Loss: 1.2397... Generator Loss: 1.3519
Epoch 3/3... Discriminator Loss: 1.1767... Generator Loss: 0.7274
Epoch 3/3... Discriminator Loss: 1.0969... Generator Loss: 1.1801
Epoch 3/3... Discriminator Loss: 1.0472... Generator Loss: 0.8831
Epoch 3/3... Discriminator Loss: 1.1252... Generator Loss: 0.9636
Epoch 3/3... Discriminator Loss: 1.0841... Generator Loss: 0.9106
Epoch 3/3... Discriminator Loss: 1.1177... Generator Loss: 1.0448
Epoch 3/3... Discriminator Loss: 1.2731... Generator Loss: 0.6127
Epoch 3/3... Discriminator Loss: 1.4210... Generator Loss: 1.7317
Epoch 3/3... Discriminator Loss: 1.6954... Generator Loss: 0.3407
Epoch 3/3... Discriminator Loss: 2.2811... Generator Loss: 2.4465
Epoch 3/3... Discriminator Loss: 1.5393... Generator Loss: 0.4222
Epoch 3/3... Discriminator Loss: 1.5230... Generator Loss: 1.8386
Epoch 3/3... Discriminator Loss: 1.4372... Generator Loss: 0.5026
Epoch 3/3... Discriminator Loss: 1.2757... Generator Loss: 1.2146
Epoch 3/3... Discriminator Loss: 1.3046... Generator Loss: 0.6563
Epoch 3/3... Discriminator Loss: 1.3430... Generator Loss: 0.8241
Epoch 3/3... Discriminator Loss: 1.3068... Generator Loss: 0.8760
Epoch 3/3... Discriminator Loss: 1.3219... Generator Loss: 0.7180
Epoch 3/3... Discriminator Loss: 1.2693... Generator Loss: 0.8579
Epoch 3/3... Discriminator Loss: 1.2583... Generator Loss: 0.9748
Epoch 3/3... Discriminator Loss: 1.3389... Generator Loss: 0.5909
Epoch 3/3... Discriminator Loss: 1.2832... Generator Loss: 1.3204
Epoch 3/3... Discriminator Loss: 1.4807... Generator Loss: 0.4746
Epoch 3/3... Discriminator Loss: 1.2327... Generator Loss: 1.5977
Epoch 3/3... Discriminator Loss: 1.3177... Generator Loss: 0.5665
Epoch 3/3... Discriminator Loss: 1.1967... Generator Loss: 1.2081
Epoch 3/3... Discriminator Loss: 1.3149... Generator Loss: 0.5908

Epoch 3/3... Discriminator Loss: 1.1437... Generator Loss: 1.1554
Epoch 3/3... Discriminator Loss: 1.2981... Generator Loss: 0.6091
Epoch 3/3... Discriminator Loss: 1.1487... Generator Loss: 1.3148
Epoch 3/3... Discriminator Loss: 1.2454... Generator Loss: 0.6260

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [16]:
batch_size = 128
z_dim = 100
learning_rate = 0.0004
beta1 = 0.3


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)

Epoch 1/1... Discriminator Loss: 4.0811... Generator Loss: 0.0341
Epoch 1/1... Discriminator Loss: 2.0843... Generator Loss: 0.8375
Epoch 1/1... Discriminator Loss: 4.4488... Generator Loss: 0.0275
Epoch 1/1... Discriminator Loss: 0.8481... Generator Loss: 3.6039
Epoch 1/1... Discriminator Loss: 5.6290... Generator Loss: 0.0090
Epoch 1/1... Discriminator Loss: 1.5537... Generator Loss: 6.2345
Epoch 1/1... Discriminator Loss: 3.4630... Generator Loss: 0.0664
Epoch 1/1... Discriminator Loss: 1.0247... Generator Loss: 7.8495
Epoch 1/1... Discriminator Loss: 2.9484... Generator Loss: 0.1449
Epoch 1/1... Discriminator Loss: 1.6947... Generator Loss: 9.3868
Epoch 1/1... Discriminator Loss: 4.8021... Generator Loss: 0.0185
Epoch 1/1... Discriminator Loss: 2.0463... Generator Loss: 10.2539
Epoch 1/1... Discriminator Loss: 1.7386... Generator Loss: 0.4597
Epoch 1/1... Discriminator Loss: 1.0833... Generator Loss: 2.9797
Epoch 1/1... Discriminator Loss: 6.2323... Generator Loss: 0.0043
Epoch 1/1... Discriminator Loss: 3.5980... Generator Loss: 10.3927
Epoch 1/1... Discriminator Loss: 2.3061... Generator Loss: 0.2838
Epoch 1/1... Discriminator Loss: 1.7552... Generator Loss: 7.0920
Epoch 1/1... Discriminator Loss: 3.7403... Generator Loss: 0.0447
Epoch 1/1... Discriminator Loss: 2.8352... Generator Loss: 8.6944
Epoch 1/1... Discriminator Loss: 4.4461... Generator Loss: 0.0329
Epoch 1/1... Discriminator Loss: 2.2992... Generator Loss: 8.6993
Epoch 1/1... Discriminator Loss: 1.8631... Generator Loss: 0.3517
Epoch 1/1... Discriminator Loss: 1.5386... Generator Loss: 1.9612
Epoch 1/1... Discriminator Loss: 5.0250... Generator Loss: 0.0179
Epoch 1/1... Discriminator Loss: 2.7635... Generator Loss: 7.4832
Epoch 1/1... Discriminator Loss: 1.7851... Generator Loss: 0.6521
Epoch 1/1... Discriminator Loss: 1.2707... Generator Loss: 1.4881
Epoch 1/1... Discriminator Loss: 2.6249... Generator Loss: 0.1892
Epoch 1/1... Discriminator Loss: 2.4396... Generator Loss: 7.8484
Epoch 1/1... Discriminator Loss: 2.5349... Generator Loss: 0.2065
Epoch 1/1... Discriminator Loss: 1.9769... Generator Loss: 3.6640
Epoch 1/1... Discriminator Loss: 2.0084... Generator Loss: 0.3415
Epoch 1/1... Discriminator Loss: 1.3108... Generator Loss: 5.7131
Epoch 1/1... Discriminator Loss: 0.6334... Generator Loss: 2.0637
Epoch 1/1... Discriminator Loss: 1.9296... Generator Loss: 0.2656
Epoch 1/1... Discriminator Loss: 1.5257... Generator Loss: 4.4166
Epoch 1/1... Discriminator Loss: 3.4492... Generator Loss: 0.1098
Epoch 1/1... Discriminator Loss: 1.6465... Generator Loss: 5.1013
Epoch 1/1... Discriminator Loss: 1.0358... Generator Loss: 1.5894
Epoch 1/1... Discriminator Loss: 1.8613... Generator Loss: 0.3775
Epoch 1/1... Discriminator Loss: 1.4248... Generator Loss: 3.2894
Epoch 1/1... Discriminator Loss: 2.0361... Generator Loss: 0.4894
Epoch 1/1... Discriminator Loss: 1.6924... Generator Loss: 1.2246
Epoch 1/1... Discriminator Loss: 1.8522... Generator Loss: 0.5883
Epoch 1/1... Discriminator Loss: 1.5698... Generator Loss: 1.2277
Epoch 1/1... Discriminator Loss: 2.4475... Generator Loss: 0.2849
Epoch 1/1... Discriminator Loss: 2.4200... Generator Loss: 1.0097
Epoch 1/1... Discriminator Loss: 2.0462... Generator Loss: 0.7647
Epoch 1/1... Discriminator Loss: 1.4011... Generator Loss: 1.0471
Epoch 1/1... Discriminator Loss: 1.3975... Generator Loss: 0.6803
Epoch 1/1... Discriminator Loss: 1.2503... Generator Loss: 1.2220
Epoch 1/1... Discriminator Loss: 1.5294... Generator Loss: 0.7953
Epoch 1/1... Discriminator Loss: 1.4102... Generator Loss: 1.1062
Epoch 1/1... Discriminator Loss: 1.4189... Generator Loss: 0.9057
Epoch 1/1... Discriminator Loss: 1.5976... Generator Loss: 0.9964
Epoch 1/1... Discriminator Loss: 1.3717... Generator Loss: 1.0207
Epoch 1/1... Discriminator Loss: 1.4084... Generator Loss: 1.0239
Epoch 1/1... Discriminator Loss: 1.4969... Generator Loss: 0.7794
Epoch 1/1... Discriminator Loss: 1.6486... Generator Loss: 0.8961
Epoch 1/1... Discriminator Loss: 1.6127... Generator Loss: 0.7898
Epoch 1/1... Discriminator Loss: 1.5470... Generator Loss: 0.9638
Epoch 1/1... Discriminator Loss: 1.3377... Generator Loss: 0.9395
Epoch 1/1... Discriminator Loss: 1.3287... Generator Loss: 0.8549
Epoch 1/1... Discriminator Loss: 1.6469... Generator Loss: 0.6945
Epoch 1/1... Discriminator Loss: 1.3543... Generator Loss: 1.6137
Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.8215
Epoch 1/1... Discriminator Loss: 1.1329... Generator Loss: 1.5861
Epoch 1/1... Discriminator Loss: 1.7332... Generator Loss: 0.4843
Epoch 1/1... Discriminator Loss: 1.7760... Generator Loss: 1.8875
Epoch 1/1... Discriminator Loss: 2.1406... Generator Loss: 0.2447
Epoch 1/1... Discriminator Loss: 1.8926... Generator Loss: 3.1125
Epoch 1/1... Discriminator Loss: 1.8162... Generator Loss: 0.3721
Epoch 1/1... Discriminator Loss: 1.3485... Generator Loss: 2.3138
Epoch 1/1... Discriminator Loss: 1.4962... Generator Loss: 0.5186
Epoch 1/1... Discriminator Loss: 1.1184... Generator Loss: 2.6845
Epoch 1/1... Discriminator Loss: 1.3185... Generator Loss: 0.7020
Epoch 1/1... Discriminator Loss: 1.4405... Generator Loss: 0.9315
Epoch 1/1... Discriminator Loss: 1.3809... Generator Loss: 1.0164
Epoch 1/1... Discriminator Loss: 1.0499... Generator Loss: 1.4232
Epoch 1/1... Discriminator Loss: 0.9765... Generator Loss: 1.1945
Epoch 1/1... Discriminator Loss: 0.9223... Generator Loss: 1.5133
Epoch 1/1... Discriminator Loss: 1.4218... Generator Loss: 0.6968
Epoch 1/1... Discriminator Loss: 1.4347... Generator Loss: 1.3652
Epoch 1/1... Discriminator Loss: 1.2301... Generator Loss: 0.9937
Epoch 1/1... Discriminator Loss: 1.1563... Generator Loss: 1.0970
Epoch 1/1... Discriminator Loss: 0.9549... Generator Loss: 1.4409
Epoch 1/1... Discriminator Loss: 1.0002... Generator Loss: 1.1658
Epoch 1/1... Discriminator Loss: 1.0125... Generator Loss: 1.3376
Epoch 1/1... Discriminator Loss: 0.9559... Generator Loss: 1.1369
Epoch 1/1... Discriminator Loss: 1.1616... Generator Loss: 1.0024
Epoch 1/1... Discriminator Loss: 1.2096... Generator Loss: 1.0991
Epoch 1/1... Discriminator Loss: 1.1975... Generator Loss: 1.0394
Epoch 1/1... Discriminator Loss: 0.9531... Generator Loss: 1.4241
Epoch 1/1... Discriminator Loss: 1.1592... Generator Loss: 1.0626
Epoch 1/1... Discriminator Loss: 1.4196... Generator Loss: 0.9799
Epoch 1/1... Discriminator Loss: 1.2931... Generator Loss: 1.4831
Epoch 1/1... Discriminator Loss: 1.1575... Generator Loss: 0.9911
Epoch 1/1... Discriminator Loss: 0.8701... Generator Loss: 1.7719
Epoch 1/1... Discriminator Loss: 1.3166... Generator Loss: 0.7091

Epoch 1/1... Discriminator Loss: 1.3810... Generator Loss: 1.8170
Epoch 1/1... Discriminator Loss: 1.6205... Generator Loss: 0.5817
Epoch 1/1... Discriminator Loss: 1.2666... Generator Loss: 2.1393
Epoch 1/1... Discriminator Loss: 1.3702... Generator Loss: 0.6370
Epoch 1/1... Discriminator Loss: 1.1670... Generator Loss: 2.7675
Epoch 1/1... Discriminator Loss: 1.1410... Generator Loss: 0.8424
Epoch 1/1... Discriminator Loss: 1.0021... Generator Loss: 2.2116
Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 0.6877
Epoch 1/1... Discriminator Loss: 1.1627... Generator Loss: 2.0930
Epoch 1/1... Discriminator Loss: 1.2469... Generator Loss: 0.6686
Epoch 1/1... Discriminator Loss: 1.1006... Generator Loss: 2.2620
Epoch 1/1... Discriminator Loss: 1.0217... Generator Loss: 0.9890
Epoch 1/1... Discriminator Loss: 0.9583... Generator Loss: 1.8008
Epoch 1/1... Discriminator Loss: 1.1903... Generator Loss: 0.8678
Epoch 1/1... Discriminator Loss: 1.0597... Generator Loss: 1.9223
Epoch 1/1... Discriminator Loss: 1.0199... Generator Loss: 0.9785
Epoch 1/1... Discriminator Loss: 0.8789... Generator Loss: 2.0542
Epoch 1/1... Discriminator Loss: 1.3344... Generator Loss: 0.6102
Epoch 1/1... Discriminator Loss: 1.0324... Generator Loss: 2.8309
Epoch 1/1... Discriminator Loss: 1.2244... Generator Loss: 0.7558
Epoch 1/1... Discriminator Loss: 0.9433... Generator Loss: 1.8688
Epoch 1/1... Discriminator Loss: 1.0644... Generator Loss: 0.9459
Epoch 1/1... Discriminator Loss: 0.7902... Generator Loss: 1.8679
Epoch 1/1... Discriminator Loss: 0.8809... Generator Loss: 1.1645
Epoch 1/1... Discriminator Loss: 0.8975... Generator Loss: 1.7339
Epoch 1/1... Discriminator Loss: 1.3337... Generator Loss: 0.7228
Epoch 1/1... Discriminator Loss: 1.3100... Generator Loss: 2.0479
Epoch 1/1... Discriminator Loss: 1.8437... Generator Loss: 0.4680
Epoch 1/1... Discriminator Loss: 1.6469... Generator Loss: 1.5094
Epoch 1/1... Discriminator Loss: 1.6140... Generator Loss: 0.5087
Epoch 1/1... Discriminator Loss: 1.0413... Generator Loss: 2.2223
Epoch 1/1... Discriminator Loss: 0.9711... Generator Loss: 1.0406
Epoch 1/1... Discriminator Loss: 0.9435... Generator Loss: 1.3176
Epoch 1/1... Discriminator Loss: 1.0035... Generator Loss: 1.3640
Epoch 1/1... Discriminator Loss: 1.1235... Generator Loss: 0.9604
Epoch 1/1... Discriminator Loss: 1.1731... Generator Loss: 1.2747
Epoch 1/1... Discriminator Loss: 1.2194... Generator Loss: 0.8608
Epoch 1/1... Discriminator Loss: 1.0127... Generator Loss: 1.6087
Epoch 1/1... Discriminator Loss: 1.4787... Generator Loss: 0.5770
Epoch 1/1... Discriminator Loss: 1.3558... Generator Loss: 2.5567
Epoch 1/1... Discriminator Loss: 1.7003... Generator Loss: 0.4056
Epoch 1/1... Discriminator Loss: 1.6092... Generator Loss: 2.7580
Epoch 1/1... Discriminator Loss: 1.4465... Generator Loss: 0.5911
Epoch 1/1... Discriminator Loss: 1.2469... Generator Loss: 1.9432
Epoch 1/1... Discriminator Loss: 1.2085... Generator Loss: 0.7469
Epoch 1/1... Discriminator Loss: 0.9910... Generator Loss: 1.8228
Epoch 1/1... Discriminator Loss: 1.1858... Generator Loss: 0.7936
Epoch 1/1... Discriminator Loss: 1.3480... Generator Loss: 1.4504
Epoch 1/1... Discriminator Loss: 1.4318... Generator Loss: 0.7018
Epoch 1/1... Discriminator Loss: 1.2750... Generator Loss: 1.5086
Epoch 1/1... Discriminator Loss: 1.0032... Generator Loss: 1.0419
Epoch 1/1... Discriminator Loss: 0.8907... Generator Loss: 1.7581
Epoch 1/1... Discriminator Loss: 0.9267... Generator Loss: 1.0696
Epoch 1/1... Discriminator Loss: 0.8053... Generator Loss: 2.0707
Epoch 1/1... Discriminator Loss: 1.0260... Generator Loss: 0.9284
Epoch 1/1... Discriminator Loss: 0.9570... Generator Loss: 1.9303
Epoch 1/1... Discriminator Loss: 1.3629... Generator Loss: 0.6525
Epoch 1/1... Discriminator Loss: 1.2522... Generator Loss: 2.1579
Epoch 1/1... Discriminator Loss: 1.4223... Generator Loss: 0.8181
Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 1.3230
Epoch 1/1... Discriminator Loss: 1.4719... Generator Loss: 0.5744
Epoch 1/1... Discriminator Loss: 1.4136... Generator Loss: 1.7067
Epoch 1/1... Discriminator Loss: 1.9900... Generator Loss: 0.3023
Epoch 1/1... Discriminator Loss: 1.9576... Generator Loss: 4.4884
Epoch 1/1... Discriminator Loss: 1.2405... Generator Loss: 0.9591
Epoch 1/1... Discriminator Loss: 0.8655... Generator Loss: 1.7836
Epoch 1/1... Discriminator Loss: 0.7770... Generator Loss: 1.6629
Epoch 1/1... Discriminator Loss: 0.8534... Generator Loss: 1.3206
Epoch 1/1... Discriminator Loss: 0.8169... Generator Loss: 2.3039
Epoch 1/1... Discriminator Loss: 1.5897... Generator Loss: 0.5891
Epoch 1/1... Discriminator Loss: 1.4352... Generator Loss: 1.8286
Epoch 1/1... Discriminator Loss: 2.6014... Generator Loss: 0.1830
Epoch 1/1... Discriminator Loss: 1.7045... Generator Loss: 1.9240
Epoch 1/1... Discriminator Loss: 1.6661... Generator Loss: 0.7775
Epoch 1/1... Discriminator Loss: 1.4268... Generator Loss: 0.9394
Epoch 1/1... Discriminator Loss: 1.4920... Generator Loss: 0.9730
Epoch 1/1... Discriminator Loss: 1.5584... Generator Loss: 0.9010
Epoch 1/1... Discriminator Loss: 1.2133... Generator Loss: 1.2186
Epoch 1/1... Discriminator Loss: 0.9983... Generator Loss: 1.4613
Epoch 1/1... Discriminator Loss: 1.0614... Generator Loss: 1.0654
Epoch 1/1... Discriminator Loss: 1.2406... Generator Loss: 1.1256
Epoch 1/1... Discriminator Loss: 1.5313... Generator Loss: 0.9341
Epoch 1/1... Discriminator Loss: 1.7505... Generator Loss: 0.7852
Epoch 1/1... Discriminator Loss: 1.6012... Generator Loss: 0.8013
Epoch 1/1... Discriminator Loss: 1.6913... Generator Loss: 0.5437
Epoch 1/1... Discriminator Loss: 1.6320... Generator Loss: 1.0640
Epoch 1/1... Discriminator Loss: 1.4878... Generator Loss: 0.5957
Epoch 1/1... Discriminator Loss: 1.2916... Generator Loss: 1.4348
Epoch 1/1... Discriminator Loss: 1.4339... Generator Loss: 0.5931
Epoch 1/1... Discriminator Loss: 1.3521... Generator Loss: 1.5463
Epoch 1/1... Discriminator Loss: 1.3473... Generator Loss: 0.6604
Epoch 1/1... Discriminator Loss: 1.0959... Generator Loss: 1.6065
Epoch 1/1... Discriminator Loss: 1.1562... Generator Loss: 0.7931
Epoch 1/1... Discriminator Loss: 1.2843... Generator Loss: 1.1313
Epoch 1/1... Discriminator Loss: 1.2817... Generator Loss: 0.8067
Epoch 1/1... Discriminator Loss: 1.3183... Generator Loss: 1.0566
Epoch 1/1... Discriminator Loss: 1.1595... Generator Loss: 0.9625
Epoch 1/1... Discriminator Loss: 1.2563... Generator Loss: 1.2662
Epoch 1/1... Discriminator Loss: 1.5345... Generator Loss: 0.5245
Epoch 1/1... Discriminator Loss: 1.6633... Generator Loss: 2.1088

Epoch 1/1... Discriminator Loss: 1.4684... Generator Loss: 0.5294
Epoch 1/1... Discriminator Loss: 1.2694... Generator Loss: 2.1465
Epoch 1/1... Discriminator Loss: 1.1351... Generator Loss: 0.7987
Epoch 1/1... Discriminator Loss: 1.1301... Generator Loss: 1.1011
Epoch 1/1... Discriminator Loss: 1.3997... Generator Loss: 0.7630
Epoch 1/1... Discriminator Loss: 1.4477... Generator Loss: 0.8299
Epoch 1/1... Discriminator Loss: 1.4282... Generator Loss: 0.9622
Epoch 1/1... Discriminator Loss: 1.3113... Generator Loss: 0.9902
Epoch 1/1... Discriminator Loss: 1.4099... Generator Loss: 0.8086
Epoch 1/1... Discriminator Loss: 1.4957... Generator Loss: 0.7631
Epoch 1/1... Discriminator Loss: 1.4448... Generator Loss: 0.8402
Epoch 1/1... Discriminator Loss: 1.4777... Generator Loss: 0.6586
Epoch 1/1... Discriminator Loss: 1.4470... Generator Loss: 1.2504
Epoch 1/1... Discriminator Loss: 1.4438... Generator Loss: 0.5229
Epoch 1/1... Discriminator Loss: 1.5035... Generator Loss: 1.8011
Epoch 1/1... Discriminator Loss: 1.6608... Generator Loss: 0.3855
Epoch 1/1... Discriminator Loss: 1.4900... Generator Loss: 1.9643
Epoch 1/1... Discriminator Loss: 1.4453... Generator Loss: 0.5448
Epoch 1/1... Discriminator Loss: 1.2204... Generator Loss: 1.2910
Epoch 1/1... Discriminator Loss: 1.6025... Generator Loss: 0.5329
Epoch 1/1... Discriminator Loss: 1.5494... Generator Loss: 1.1120
Epoch 1/1... Discriminator Loss: 1.6221... Generator Loss: 0.5316
Epoch 1/1... Discriminator Loss: 1.2841... Generator Loss: 1.4393
Epoch 1/1... Discriminator Loss: 1.4549... Generator Loss: 0.6480
Epoch 1/1... Discriminator Loss: 1.3044... Generator Loss: 1.6658
Epoch 1/1... Discriminator Loss: 1.5257... Generator Loss: 0.5286
Epoch 1/1... Discriminator Loss: 1.7198... Generator Loss: 0.9176
Epoch 1/1... Discriminator Loss: 1.8032... Generator Loss: 0.4704
Epoch 1/1... Discriminator Loss: 1.4166... Generator Loss: 1.4517
Epoch 1/1... Discriminator Loss: 1.3734... Generator Loss: 0.6237
Epoch 1/1... Discriminator Loss: 1.1829... Generator Loss: 1.7674
Epoch 1/1... Discriminator Loss: 1.3822... Generator Loss: 0.6172
Epoch 1/1... Discriminator Loss: 1.3698... Generator Loss: 1.1735
Epoch 1/1... Discriminator Loss: 1.6611... Generator Loss: 0.5117
Epoch 1/1... Discriminator Loss: 1.6449... Generator Loss: 1.2762
Epoch 1/1... Discriminator Loss: 1.5799... Generator Loss: 0.5359
Epoch 1/1... Discriminator Loss: 1.3366... Generator Loss: 1.0470
Epoch 1/1... Discriminator Loss: 1.3183... Generator Loss: 0.9034
Epoch 1/1... Discriminator Loss: 1.3126... Generator Loss: 0.9019
Epoch 1/1... Discriminator Loss: 1.4150... Generator Loss: 0.8015
Epoch 1/1... Discriminator Loss: 1.4454... Generator Loss: 0.8985
Epoch 1/1... Discriminator Loss: 1.4208... Generator Loss: 0.7543
Epoch 1/1... Discriminator Loss: 1.3772... Generator Loss: 0.8638
Epoch 1/1... Discriminator Loss: 1.4160... Generator Loss: 0.8280
Epoch 1/1... Discriminator Loss: 1.4368... Generator Loss: 0.8323
Epoch 1/1... Discriminator Loss: 1.4889... Generator Loss: 0.7714
Epoch 1/1... Discriminator Loss: 1.3421... Generator Loss: 0.9301
Epoch 1/1... Discriminator Loss: 1.2318... Generator Loss: 0.8376
Epoch 1/1... Discriminator Loss: 1.1469... Generator Loss: 1.1599
Epoch 1/1... Discriminator Loss: 1.2241... Generator Loss: 0.7701
Epoch 1/1... Discriminator Loss: 1.2052... Generator Loss: 1.4435
Epoch 1/1... Discriminator Loss: 1.4661... Generator Loss: 0.5188
Epoch 1/1... Discriminator Loss: 1.6769... Generator Loss: 2.2077
Epoch 1/1... Discriminator Loss: 1.6873... Generator Loss: 0.4442
Epoch 1/1... Discriminator Loss: 1.6614... Generator Loss: 1.4430
Epoch 1/1... Discriminator Loss: 1.5612... Generator Loss: 0.5903
Epoch 1/1... Discriminator Loss: 1.2121... Generator Loss: 1.2743
Epoch 1/1... Discriminator Loss: 1.2937... Generator Loss: 0.8312
Epoch 1/1... Discriminator Loss: 1.1869... Generator Loss: 1.1644
Epoch 1/1... Discriminator Loss: 1.2330... Generator Loss: 0.9046
Epoch 1/1... Discriminator Loss: 1.2459... Generator Loss: 1.0546
Epoch 1/1... Discriminator Loss: 1.3784... Generator Loss: 0.7145
Epoch 1/1... Discriminator Loss: 1.4299... Generator Loss: 0.9470
Epoch 1/1... Discriminator Loss: 1.5580... Generator Loss: 0.6727
Epoch 1/1... Discriminator Loss: 1.4570... Generator Loss: 0.8987
Epoch 1/1... Discriminator Loss: 1.5267... Generator Loss: 0.6922
Epoch 1/1... Discriminator Loss: 1.5122... Generator Loss: 0.6669
Epoch 1/1... Discriminator Loss: 1.4508... Generator Loss: 0.8779
Epoch 1/1... Discriminator Loss: 1.3116... Generator Loss: 0.7834
Epoch 1/1... Discriminator Loss: 1.1774... Generator Loss: 1.3566
Epoch 1/1... Discriminator Loss: 1.4013... Generator Loss: 0.5653
Epoch 1/1... Discriminator Loss: 1.4400... Generator Loss: 2.0086
Epoch 1/1... Discriminator Loss: 1.7660... Generator Loss: 0.3728
Epoch 1/1... Discriminator Loss: 1.6650... Generator Loss: 1.3268
Epoch 1/1... Discriminator Loss: 2.0262... Generator Loss: 0.3269
Epoch 1/1... Discriminator Loss: 1.7413... Generator Loss: 1.6584
Epoch 1/1... Discriminator Loss: 1.5464... Generator Loss: 0.5556
Epoch 1/1... Discriminator Loss: 1.2873... Generator Loss: 1.1947
Epoch 1/1... Discriminator Loss: 1.3430... Generator Loss: 0.7690
Epoch 1/1... Discriminator Loss: 1.3467... Generator Loss: 1.1074
Epoch 1/1... Discriminator Loss: 1.3940... Generator Loss: 0.8388
Epoch 1/1... Discriminator Loss: 1.1620... Generator Loss: 1.0939
Epoch 1/1... Discriminator Loss: 1.2230... Generator Loss: 1.0135
Epoch 1/1... Discriminator Loss: 1.2511... Generator Loss: 1.0437
Epoch 1/1... Discriminator Loss: 1.1658... Generator Loss: 0.9020
Epoch 1/1... Discriminator Loss: 1.2467... Generator Loss: 0.9635
Epoch 1/1... Discriminator Loss: 1.4604... Generator Loss: 0.6691
Epoch 1/1... Discriminator Loss: 1.5072... Generator Loss: 1.0970
Epoch 1/1... Discriminator Loss: 1.4677... Generator Loss: 0.6419
Epoch 1/1... Discriminator Loss: 1.3302... Generator Loss: 1.2227
Epoch 1/1... Discriminator Loss: 1.3502... Generator Loss: 0.7285
Epoch 1/1... Discriminator Loss: 1.3015... Generator Loss: 1.0469
Epoch 1/1... Discriminator Loss: 1.3258... Generator Loss: 0.8268
Epoch 1/1... Discriminator Loss: 1.3638... Generator Loss: 0.7682
Epoch 1/1... Discriminator Loss: 1.2878... Generator Loss: 1.1393
Epoch 1/1... Discriminator Loss: 1.3089... Generator Loss: 0.7083
Epoch 1/1... Discriminator Loss: 1.2602... Generator Loss: 1.2414
Epoch 1/1... Discriminator Loss: 1.3065... Generator Loss: 0.6725
Epoch 1/1... Discriminator Loss: 1.3272... Generator Loss: 1.3917
Epoch 1/1... Discriminator Loss: 1.3039... Generator Loss: 0.6503

Epoch 1/1... Discriminator Loss: 1.2221... Generator Loss: 1.6176
Epoch 1/1... Discriminator Loss: 1.3178... Generator Loss: 0.6719
Epoch 1/1... Discriminator Loss: 1.3519... Generator Loss: 1.2895
Epoch 1/1... Discriminator Loss: 1.4543... Generator Loss: 0.6229
Epoch 1/1... Discriminator Loss: 1.4507... Generator Loss: 0.9348
Epoch 1/1... Discriminator Loss: 1.5115... Generator Loss: 0.6647
Epoch 1/1... Discriminator Loss: 1.5220... Generator Loss: 0.7151
Epoch 1/1... Discriminator Loss: 1.3296... Generator Loss: 0.9666
Epoch 1/1... Discriminator Loss: 1.3100... Generator Loss: 0.7759
Epoch 1/1... Discriminator Loss: 1.4218... Generator Loss: 0.7353
Epoch 1/1... Discriminator Loss: 1.4568... Generator Loss: 0.9169
Epoch 1/1... Discriminator Loss: 1.4635... Generator Loss: 0.7086
Epoch 1/1... Discriminator Loss: 1.4196... Generator Loss: 1.0878
Epoch 1/1... Discriminator Loss: 1.4367... Generator Loss: 0.6330
Epoch 1/1... Discriminator Loss: 1.4679... Generator Loss: 1.0033
Epoch 1/1... Discriminator Loss: 1.5568... Generator Loss: 0.5692
Epoch 1/1... Discriminator Loss: 1.4716... Generator Loss: 1.3785
Epoch 1/1... Discriminator Loss: 1.4591... Generator Loss: 0.5319
Epoch 1/1... Discriminator Loss: 1.4519... Generator Loss: 1.5966
Epoch 1/1... Discriminator Loss: 1.5377... Generator Loss: 0.4808
Epoch 1/1... Discriminator Loss: 1.5578... Generator Loss: 1.4725
Epoch 1/1... Discriminator Loss: 1.5044... Generator Loss: 0.5557
Epoch 1/1... Discriminator Loss: 1.3170... Generator Loss: 1.1902
Epoch 1/1... Discriminator Loss: 1.3626... Generator Loss: 0.7327
Epoch 1/1... Discriminator Loss: 1.3646... Generator Loss: 1.1293
Epoch 1/1... Discriminator Loss: 1.3573... Generator Loss: 0.6546
Epoch 1/1... Discriminator Loss: 1.2975... Generator Loss: 1.4138
Epoch 1/1... Discriminator Loss: 1.5026... Generator Loss: 0.4980
Epoch 1/1... Discriminator Loss: 1.4933... Generator Loss: 1.5932
Epoch 1/1... Discriminator Loss: 1.5641... Generator Loss: 0.4600
Epoch 1/1... Discriminator Loss: 1.3704... Generator Loss: 1.6824
Epoch 1/1... Discriminator Loss: 1.3538... Generator Loss: 0.6127
Epoch 1/1... Discriminator Loss: 1.1863... Generator Loss: 1.2805
Epoch 1/1... Discriminator Loss: 1.1431... Generator Loss: 0.8718
Epoch 1/1... Discriminator Loss: 1.1249... Generator Loss: 1.2597
Epoch 1/1... Discriminator Loss: 1.3609... Generator Loss: 0.6409
Epoch 1/1... Discriminator Loss: 1.4550... Generator Loss: 0.9712
Epoch 1/1... Discriminator Loss: 1.4978... Generator Loss: 0.6324
Epoch 1/1... Discriminator Loss: 1.4651... Generator Loss: 1.0791
Epoch 1/1... Discriminator Loss: 1.3016... Generator Loss: 0.8033
Epoch 1/1... Discriminator Loss: 1.1609... Generator Loss: 1.0213
Epoch 1/1... Discriminator Loss: 1.2778... Generator Loss: 0.7913
Epoch 1/1... Discriminator Loss: 1.3658... Generator Loss: 0.8585
Epoch 1/1... Discriminator Loss: 1.4449... Generator Loss: 0.7801
Epoch 1/1... Discriminator Loss: 1.3268... Generator Loss: 0.9228
Epoch 1/1... Discriminator Loss: 1.2001... Generator Loss: 1.0884
Epoch 1/1... Discriminator Loss: 1.2390... Generator Loss: 0.7539
Epoch 1/1... Discriminator Loss: 1.2125... Generator Loss: 1.2351
Epoch 1/1... Discriminator Loss: 1.2485... Generator Loss: 0.7552
Epoch 1/1... Discriminator Loss: 1.1706... Generator Loss: 1.3074
Epoch 1/1... Discriminator Loss: 1.2538... Generator Loss: 0.6945
Epoch 1/1... Discriminator Loss: 1.2810... Generator Loss: 1.3355
Epoch 1/1... Discriminator Loss: 1.3894... Generator Loss: 0.6040
Epoch 1/1... Discriminator Loss: 1.4256... Generator Loss: 1.5437
Epoch 1/1... Discriminator Loss: 1.5880... Generator Loss: 0.4361
Epoch 1/1... Discriminator Loss: 1.6238... Generator Loss: 2.4481
Epoch 1/1... Discriminator Loss: 1.4903... Generator Loss: 0.4643
Epoch 1/1... Discriminator Loss: 1.3269... Generator Loss: 1.7538
Epoch 1/1... Discriminator Loss: 1.4452... Generator Loss: 0.5494
Epoch 1/1... Discriminator Loss: 1.4392... Generator Loss: 1.1870
Epoch 1/1... Discriminator Loss: 1.3623... Generator Loss: 0.6836
Epoch 1/1... Discriminator Loss: 1.2068... Generator Loss: 1.1162
Epoch 1/1... Discriminator Loss: 1.3752... Generator Loss: 0.6604
Epoch 1/1... Discriminator Loss: 1.3737... Generator Loss: 1.2832
Epoch 1/1... Discriminator Loss: 1.5530... Generator Loss: 0.5272
Epoch 1/1... Discriminator Loss: 1.3220... Generator Loss: 1.2275
Epoch 1/1... Discriminator Loss: 1.5075... Generator Loss: 0.5824
Epoch 1/1... Discriminator Loss: 1.5177... Generator Loss: 1.3839
Epoch 1/1... Discriminator Loss: 1.6682... Generator Loss: 0.4064
Epoch 1/1... Discriminator Loss: 1.4393... Generator Loss: 1.7186
Epoch 1/1... Discriminator Loss: 1.3763... Generator Loss: 0.6086
Epoch 1/1... Discriminator Loss: 1.3279... Generator Loss: 1.0260
Epoch 1/1... Discriminator Loss: 1.2540... Generator Loss: 0.8402
Epoch 1/1... Discriminator Loss: 1.2518... Generator Loss: 0.9700
Epoch 1/1... Discriminator Loss: 1.2836... Generator Loss: 0.8372
Epoch 1/1... Discriminator Loss: 1.2931... Generator Loss: 0.9220
Epoch 1/1... Discriminator Loss: 1.3048... Generator Loss: 0.8979
Epoch 1/1... Discriminator Loss: 1.3234... Generator Loss: 0.8530
Epoch 1/1... Discriminator Loss: 1.3200... Generator Loss: 0.9223
Epoch 1/1... Discriminator Loss: 1.4884... Generator Loss: 0.7558
Epoch 1/1... Discriminator Loss: 1.4983... Generator Loss: 0.8753
Epoch 1/1... Discriminator Loss: 1.5568... Generator Loss: 0.6383
Epoch 1/1... Discriminator Loss: 1.4689... Generator Loss: 1.0833
Epoch 1/1... Discriminator Loss: 1.3879... Generator Loss: 0.6449
Epoch 1/1... Discriminator Loss: 1.4001... Generator Loss: 1.1451
Epoch 1/1... Discriminator Loss: 1.4204... Generator Loss: 0.6553
Epoch 1/1... Discriminator Loss: 1.3511... Generator Loss: 1.3481
Epoch 1/1... Discriminator Loss: 1.5748... Generator Loss: 0.5123
Epoch 1/1... Discriminator Loss: 1.6084... Generator Loss: 1.1917
Epoch 1/1... Discriminator Loss: 1.5057... Generator Loss: 0.6120
Epoch 1/1... Discriminator Loss: 1.2264... Generator Loss: 1.1665
Epoch 1/1... Discriminator Loss: 1.1407... Generator Loss: 0.8195
Epoch 1/1... Discriminator Loss: 1.2270... Generator Loss: 0.9854
Epoch 1/1... Discriminator Loss: 1.4427... Generator Loss: 0.7329
Epoch 1/1... Discriminator Loss: 1.2654... Generator Loss: 1.3180
Epoch 1/1... Discriminator Loss: 1.4626... Generator Loss: 0.6530
Epoch 1/1... Discriminator Loss: 1.4567... Generator Loss: 1.0903
Epoch 1/1... Discriminator Loss: 1.6958... Generator Loss: 0.4632
Epoch 1/1... Discriminator Loss: 1.4534... Generator Loss: 1.8793
Epoch 1/1... Discriminator Loss: 1.5315... Generator Loss: 0.5061

Epoch 1/1... Discriminator Loss: 1.2896... Generator Loss: 1.2575
Epoch 1/1... Discriminator Loss: 1.4391... Generator Loss: 0.6211
Epoch 1/1... Discriminator Loss: 1.3673... Generator Loss: 1.0532
Epoch 1/1... Discriminator Loss: 1.5566... Generator Loss: 0.5482
Epoch 1/1... Discriminator Loss: 1.5685... Generator Loss: 1.1652
Epoch 1/1... Discriminator Loss: 1.4219... Generator Loss: 0.6357
Epoch 1/1... Discriminator Loss: 1.3403... Generator Loss: 1.2591
Epoch 1/1... Discriminator Loss: 1.5043... Generator Loss: 0.5775
Epoch 1/1... Discriminator Loss: 1.4392... Generator Loss: 1.2854
Epoch 1/1... Discriminator Loss: 1.6225... Generator Loss: 0.4594
Epoch 1/1... Discriminator Loss: 1.5244... Generator Loss: 1.3256
Epoch 1/1... Discriminator Loss: 1.5103... Generator Loss: 0.5285
Epoch 1/1... Discriminator Loss: 1.3292... Generator Loss: 1.1097
Epoch 1/1... Discriminator Loss: 1.3995... Generator Loss: 0.6884
Epoch 1/1... Discriminator Loss: 1.3651... Generator Loss: 0.8814
Epoch 1/1... Discriminator Loss: 1.4734... Generator Loss: 0.7024
Epoch 1/1... Discriminator Loss: 1.5032... Generator Loss: 0.8125
Epoch 1/1... Discriminator Loss: 1.3913... Generator Loss: 0.7997
Epoch 1/1... Discriminator Loss: 1.2700... Generator Loss: 0.9115
Epoch 1/1... Discriminator Loss: 1.2814... Generator Loss: 0.8320
Epoch 1/1... Discriminator Loss: 1.3226... Generator Loss: 1.0093
Epoch 1/1... Discriminator Loss: 1.3213... Generator Loss: 0.7493
Epoch 1/1... Discriminator Loss: 1.5054... Generator Loss: 0.7811
Epoch 1/1... Discriminator Loss: 1.5275... Generator Loss: 0.6937
Epoch 1/1... Discriminator Loss: 1.5366... Generator Loss: 0.6653
Epoch 1/1... Discriminator Loss: 1.4359... Generator Loss: 0.8651
Epoch 1/1... Discriminator Loss: 1.3469... Generator Loss: 0.8653
Epoch 1/1... Discriminator Loss: 1.3456... Generator Loss: 0.9330
Epoch 1/1... Discriminator Loss: 1.3551... Generator Loss: 0.8106
Epoch 1/1... Discriminator Loss: 1.4359... Generator Loss: 0.7490
Epoch 1/1... Discriminator Loss: 1.3991... Generator Loss: 0.8016
Epoch 1/1... Discriminator Loss: 1.4375... Generator Loss: 0.8475
Epoch 1/1... Discriminator Loss: 1.4501... Generator Loss: 0.7517
Epoch 1/1... Discriminator Loss: 1.4035... Generator Loss: 0.8829
Epoch 1/1... Discriminator Loss: 1.3419... Generator Loss: 0.8218
Epoch 1/1... Discriminator Loss: 1.4009... Generator Loss: 0.9916
Epoch 1/1... Discriminator Loss: 1.5747... Generator Loss: 0.5310
Epoch 1/1... Discriminator Loss: 1.6755... Generator Loss: 1.1641
Epoch 1/1... Discriminator Loss: 1.7570... Generator Loss: 0.4452
Epoch 1/1... Discriminator Loss: 1.6303... Generator Loss: 0.9565
Epoch 1/1... Discriminator Loss: 1.4703... Generator Loss: 0.7726
Epoch 1/1... Discriminator Loss: 1.3779... Generator Loss: 0.7614
Epoch 1/1... Discriminator Loss: 1.3559... Generator Loss: 0.8590
Epoch 1/1... Discriminator Loss: 1.2942... Generator Loss: 0.8785
Epoch 1/1... Discriminator Loss: 1.2230... Generator Loss: 0.8695
Epoch 1/1... Discriminator Loss: 1.2073... Generator Loss: 0.9083
Epoch 1/1... Discriminator Loss: 1.2012... Generator Loss: 1.0338
Epoch 1/1... Discriminator Loss: 1.3238... Generator Loss: 0.7006
Epoch 1/1... Discriminator Loss: 1.4121... Generator Loss: 0.9539
Epoch 1/1... Discriminator Loss: 1.4171... Generator Loss: 0.6350
Epoch 1/1... Discriminator Loss: 1.5026... Generator Loss: 1.0858
Epoch 1/1... Discriminator Loss: 1.5811... Generator Loss: 0.5360
Epoch 1/1... Discriminator Loss: 1.4783... Generator Loss: 1.2429
Epoch 1/1... Discriminator Loss: 1.4598... Generator Loss: 0.5893
Epoch 1/1... Discriminator Loss: 1.3699... Generator Loss: 1.3211
Epoch 1/1... Discriminator Loss: 1.3869... Generator Loss: 0.5929
Epoch 1/1... Discriminator Loss: 1.4221... Generator Loss: 1.2504
Epoch 1/1... Discriminator Loss: 1.4561... Generator Loss: 0.5728
Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 1.1012
Epoch 1/1... Discriminator Loss: 1.3949... Generator Loss: 0.6782
Epoch 1/1... Discriminator Loss: 1.3363... Generator Loss: 0.9671
Epoch 1/1... Discriminator Loss: 1.3430... Generator Loss: 0.7625
Epoch 1/1... Discriminator Loss: 1.3180... Generator Loss: 1.0161
Epoch 1/1... Discriminator Loss: 1.3238... Generator Loss: 0.7426
Epoch 1/1... Discriminator Loss: 1.2835... Generator Loss: 0.9771
Epoch 1/1... Discriminator Loss: 1.3412... Generator Loss: 0.8166
Epoch 1/1... Discriminator Loss: 1.3756... Generator Loss: 0.8562
Epoch 1/1... Discriminator Loss: 1.3138... Generator Loss: 0.7981
Epoch 1/1... Discriminator Loss: 1.2837... Generator Loss: 1.0004
Epoch 1/1... Discriminator Loss: 1.3268... Generator Loss: 0.7901
Epoch 1/1... Discriminator Loss: 1.3075... Generator Loss: 0.9687
Epoch 1/1... Discriminator Loss: 1.3688... Generator Loss: 0.6761
Epoch 1/1... Discriminator Loss: 1.3808... Generator Loss: 0.9565
Epoch 1/1... Discriminator Loss: 1.4344... Generator Loss: 0.6781
Epoch 1/1... Discriminator Loss: 1.4150... Generator Loss: 0.9658
Epoch 1/1... Discriminator Loss: 1.3841... Generator Loss: 0.6481
Epoch 1/1... Discriminator Loss: 1.3123... Generator Loss: 1.2465
Epoch 1/1... Discriminator Loss: 1.5624... Generator Loss: 0.4791
Epoch 1/1... Discriminator Loss: 1.4504... Generator Loss: 1.5307
Epoch 1/1... Discriminator Loss: 1.5101... Generator Loss: 0.5513
Epoch 1/1... Discriminator Loss: 1.5516... Generator Loss: 1.5473
Epoch 1/1... Discriminator Loss: 1.5906... Generator Loss: 0.4362
Epoch 1/1... Discriminator Loss: 1.4205... Generator Loss: 1.3503
Epoch 1/1... Discriminator Loss: 1.5988... Generator Loss: 0.4921
Epoch 1/1... Discriminator Loss: 1.5277... Generator Loss: 1.1277
Epoch 1/1... Discriminator Loss: 1.6749... Generator Loss: 0.4962
Epoch 1/1... Discriminator Loss: 1.5603... Generator Loss: 1.1139
Epoch 1/1... Discriminator Loss: 1.3659... Generator Loss: 0.6534
Epoch 1/1... Discriminator Loss: 1.2626... Generator Loss: 1.2076
Epoch 1/1... Discriminator Loss: 1.3100... Generator Loss: 0.7170
Epoch 1/1... Discriminator Loss: 1.3681... Generator Loss: 1.0423
Epoch 1/1... Discriminator Loss: 1.4669... Generator Loss: 0.6184
Epoch 1/1... Discriminator Loss: 1.3783... Generator Loss: 0.9243
Epoch 1/1... Discriminator Loss: 1.2912... Generator Loss: 0.8597
Epoch 1/1... Discriminator Loss: 1.3075... Generator Loss: 0.8294
Epoch 1/1... Discriminator Loss: 1.3240... Generator Loss: 0.8419
Epoch 1/1... Discriminator Loss: 1.3514... Generator Loss: 0.7763
Epoch 1/1... Discriminator Loss: 1.3928... Generator Loss: 0.8499
Epoch 1/1... Discriminator Loss: 1.3840... Generator Loss: 0.7817
Epoch 1/1... Discriminator Loss: 1.3149... Generator Loss: 0.9817

Epoch 1/1... Discriminator Loss: 1.4035... Generator Loss: 0.7751
Epoch 1/1... Discriminator Loss: 1.4969... Generator Loss: 0.7845
Epoch 1/1... Discriminator Loss: 1.5045... Generator Loss: 0.7390
Epoch 1/1... Discriminator Loss: 1.5048... Generator Loss: 0.7808
Epoch 1/1... Discriminator Loss: 1.3713... Generator Loss: 0.8525
Epoch 1/1... Discriminator Loss: 1.2902... Generator Loss: 0.8749
Epoch 1/1... Discriminator Loss: 1.1779... Generator Loss: 1.2063
Epoch 1/1... Discriminator Loss: 1.3204... Generator Loss: 0.6483
Epoch 1/1... Discriminator Loss: 1.3440... Generator Loss: 0.8786
Epoch 1/1... Discriminator Loss: 1.4809... Generator Loss: 0.6483
Epoch 1/1... Discriminator Loss: 1.3610... Generator Loss: 1.0665
Epoch 1/1... Discriminator Loss: 1.5031... Generator Loss: 0.6039
Epoch 1/1... Discriminator Loss: 1.4096... Generator Loss: 1.0194
Epoch 1/1... Discriminator Loss: 1.4121... Generator Loss: 0.6796
Epoch 1/1... Discriminator Loss: 1.3679... Generator Loss: 1.0496
Epoch 1/1... Discriminator Loss: 1.3981... Generator Loss: 0.6086
Epoch 1/1... Discriminator Loss: 1.4432... Generator Loss: 1.2876
Epoch 1/1... Discriminator Loss: 1.6090... Generator Loss: 0.4514
Epoch 1/1... Discriminator Loss: 1.5087... Generator Loss: 1.3907
Epoch 1/1... Discriminator Loss: 1.4707... Generator Loss: 0.5575
Epoch 1/1... Discriminator Loss: 1.2758... Generator Loss: 1.1764
Epoch 1/1... Discriminator Loss: 1.2386... Generator Loss: 0.8189
Epoch 1/1... Discriminator Loss: 1.2412... Generator Loss: 0.9934
Epoch 1/1... Discriminator Loss: 1.2892... Generator Loss: 0.8791
Epoch 1/1... Discriminator Loss: 1.3719... Generator Loss: 0.8386
Epoch 1/1... Discriminator Loss: 1.3873... Generator Loss: 0.9509
Epoch 1/1... Discriminator Loss: 1.4564... Generator Loss: 0.6559
Epoch 1/1... Discriminator Loss: 1.3304... Generator Loss: 1.0090
Epoch 1/1... Discriminator Loss: 1.4414... Generator Loss: 0.6231
Epoch 1/1... Discriminator Loss: 1.2871... Generator Loss: 1.1001
Epoch 1/1... Discriminator Loss: 1.2509... Generator Loss: 0.8085
Epoch 1/1... Discriminator Loss: 1.2364... Generator Loss: 1.0671
Epoch 1/1... Discriminator Loss: 1.3411... Generator Loss: 0.6563
Epoch 1/1... Discriminator Loss: 1.4465... Generator Loss: 1.1025
Epoch 1/1... Discriminator Loss: 1.4768... Generator Loss: 0.5856
Epoch 1/1... Discriminator Loss: 1.4566... Generator Loss: 0.9698
Epoch 1/1... Discriminator Loss: 1.4672... Generator Loss: 0.6592
Epoch 1/1... Discriminator Loss: 1.3647... Generator Loss: 0.9231
Epoch 1/1... Discriminator Loss: 1.4120... Generator Loss: 0.6699
Epoch 1/1... Discriminator Loss: 1.3418... Generator Loss: 0.9203
Epoch 1/1... Discriminator Loss: 1.5204... Generator Loss: 0.6452
Epoch 1/1... Discriminator Loss: 1.3683... Generator Loss: 0.9293
Epoch 1/1... Discriminator Loss: 1.2854... Generator Loss: 0.8480
Epoch 1/1... Discriminator Loss: 1.2048... Generator Loss: 0.8866
Epoch 1/1... Discriminator Loss: 1.3310... Generator Loss: 0.7686
Epoch 1/1... Discriminator Loss: 1.4981... Generator Loss: 0.6758
Epoch 1/1... Discriminator Loss: 1.5155... Generator Loss: 0.9670
Epoch 1/1... Discriminator Loss: 1.4879... Generator Loss: 0.6441
Epoch 1/1... Discriminator Loss: 1.2709... Generator Loss: 1.2311
Epoch 1/1... Discriminator Loss: 1.3067... Generator Loss: 0.7010
Epoch 1/1... Discriminator Loss: 1.4393... Generator Loss: 1.2142
Epoch 1/1... Discriminator Loss: 1.6117... Generator Loss: 0.4676
Epoch 1/1... Discriminator Loss: 1.4892... Generator Loss: 1.4873
Epoch 1/1... Discriminator Loss: 1.4953... Generator Loss: 0.4957
Epoch 1/1... Discriminator Loss: 1.3289... Generator Loss: 1.5799
Epoch 1/1... Discriminator Loss: 1.3386... Generator Loss: 0.6063
Epoch 1/1... Discriminator Loss: 1.2831... Generator Loss: 1.0355
Epoch 1/1... Discriminator Loss: 1.4128... Generator Loss: 0.7122
Epoch 1/1... Discriminator Loss: 1.3880... Generator Loss: 0.9360
Epoch 1/1... Discriminator Loss: 1.4272... Generator Loss: 0.7146
Epoch 1/1... Discriminator Loss: 1.3897... Generator Loss: 0.8299
Epoch 1/1... Discriminator Loss: 1.3339... Generator Loss: 0.9029
Epoch 1/1... Discriminator Loss: 1.4437... Generator Loss: 0.7152
Epoch 1/1... Discriminator Loss: 1.4118... Generator Loss: 0.9463
Epoch 1/1... Discriminator Loss: 1.4321... Generator Loss: 0.6881
Epoch 1/1... Discriminator Loss: 1.4079... Generator Loss: 0.8588
Epoch 1/1... Discriminator Loss: 1.3420... Generator Loss: 0.8823
Epoch 1/1... Discriminator Loss: 1.3548... Generator Loss: 0.7697
Epoch 1/1... Discriminator Loss: 1.2904... Generator Loss: 1.0967
Epoch 1/1... Discriminator Loss: 1.3569... Generator Loss: 0.6335
Epoch 1/1... Discriminator Loss: 1.3336... Generator Loss: 1.1489
Epoch 1/1... Discriminator Loss: 1.4550... Generator Loss: 0.5640
Epoch 1/1... Discriminator Loss: 1.3768... Generator Loss: 1.2294
Epoch 1/1... Discriminator Loss: 1.6073... Generator Loss: 0.4499
Epoch 1/1... Discriminator Loss: 1.6620... Generator Loss: 1.4327
Epoch 1/1... Discriminator Loss: 1.5976... Generator Loss: 0.4401
Epoch 1/1... Discriminator Loss: 1.4572... Generator Loss: 1.2171
Epoch 1/1... Discriminator Loss: 1.3099... Generator Loss: 0.7035
Epoch 1/1... Discriminator Loss: 1.2533... Generator Loss: 1.0935
Epoch 1/1... Discriminator Loss: 1.2449... Generator Loss: 0.7509
Epoch 1/1... Discriminator Loss: 1.3531... Generator Loss: 0.8559
Epoch 1/1... Discriminator Loss: 1.4723... Generator Loss: 0.7596
Epoch 1/1... Discriminator Loss: 1.4818... Generator Loss: 0.7478
Epoch 1/1... Discriminator Loss: 1.3905... Generator Loss: 0.8082
Epoch 1/1... Discriminator Loss: 1.4683... Generator Loss: 0.6970
Epoch 1/1... Discriminator Loss: 1.4580... Generator Loss: 0.9729
Epoch 1/1... Discriminator Loss: 1.6828... Generator Loss: 0.4749
Epoch 1/1... Discriminator Loss: 1.6989... Generator Loss: 1.6054
Epoch 1/1... Discriminator Loss: 1.6531... Generator Loss: 0.4222
Epoch 1/1... Discriminator Loss: 1.5486... Generator Loss: 1.3180
Epoch 1/1... Discriminator Loss: 1.4577... Generator Loss: 0.5787
Epoch 1/1... Discriminator Loss: 1.4596... Generator Loss: 0.7800
Epoch 1/1... Discriminator Loss: 1.4261... Generator Loss: 0.8371
Epoch 1/1... Discriminator Loss: 1.2988... Generator Loss: 0.8091
Epoch 1/1... Discriminator Loss: 1.2705... Generator Loss: 0.8620
Epoch 1/1... Discriminator Loss: 1.3064... Generator Loss: 0.8789
Epoch 1/1... Discriminator Loss: 1.3871... Generator Loss: 0.7108
Epoch 1/1... Discriminator Loss: 1.3535... Generator Loss: 0.9762
Epoch 1/1... Discriminator Loss: 1.3244... Generator Loss: 0.7080
Epoch 1/1... Discriminator Loss: 1.3507... Generator Loss: 0.9327

Epoch 1/1... Discriminator Loss: 1.3652... Generator Loss: 0.8583
Epoch 1/1... Discriminator Loss: 1.3283... Generator Loss: 0.8189
Epoch 1/1... Discriminator Loss: 1.3940... Generator Loss: 0.8522
Epoch 1/1... Discriminator Loss: 1.4427... Generator Loss: 0.7543
Epoch 1/1... Discriminator Loss: 1.4992... Generator Loss: 0.8447
Epoch 1/1... Discriminator Loss: 1.4214... Generator Loss: 0.7083
Epoch 1/1... Discriminator Loss: 1.3552... Generator Loss: 1.1804
Epoch 1/1... Discriminator Loss: 1.3784... Generator Loss: 0.5989
Epoch 1/1... Discriminator Loss: 1.3919... Generator Loss: 1.1489
Epoch 1/1... Discriminator Loss: 1.4963... Generator Loss: 0.5628
Epoch 1/1... Discriminator Loss: 1.4219... Generator Loss: 1.0138
Epoch 1/1... Discriminator Loss: 1.4319... Generator Loss: 0.6657
Epoch 1/1... Discriminator Loss: 1.4993... Generator Loss: 0.8074
Epoch 1/1... Discriminator Loss: 1.4643... Generator Loss: 0.7156
Epoch 1/1... Discriminator Loss: 1.3854... Generator Loss: 0.8645
Epoch 1/1... Discriminator Loss: 1.3882... Generator Loss: 0.7515
Epoch 1/1... Discriminator Loss: 1.5125... Generator Loss: 0.8227
Epoch 1/1... Discriminator Loss: 1.5385... Generator Loss: 0.6641
Epoch 1/1... Discriminator Loss: 1.4057... Generator Loss: 0.8711
Epoch 1/1... Discriminator Loss: 1.3789... Generator Loss: 0.8500
Epoch 1/1... Discriminator Loss: 1.4084... Generator Loss: 0.8074
Epoch 1/1... Discriminator Loss: 1.4274... Generator Loss: 0.7807
Epoch 1/1... Discriminator Loss: 1.4496... Generator Loss: 0.7329
Epoch 1/1... Discriminator Loss: 1.3601... Generator Loss: 0.9249
Epoch 1/1... Discriminator Loss: 1.4985... Generator Loss: 0.6272
Epoch 1/1... Discriminator Loss: 1.5089... Generator Loss: 0.9418
Epoch 1/1... Discriminator Loss: 1.4748... Generator Loss: 0.6786
Epoch 1/1... Discriminator Loss: 1.4560... Generator Loss: 0.8215
Epoch 1/1... Discriminator Loss: 1.4518... Generator Loss: 0.7189
Epoch 1/1... Discriminator Loss: 1.4243... Generator Loss: 0.7283
Epoch 1/1... Discriminator Loss: 1.4644... Generator Loss: 0.9345
Epoch 1/1... Discriminator Loss: 1.4401... Generator Loss: 0.7001
Epoch 1/1... Discriminator Loss: 1.2979... Generator Loss: 0.9257
Epoch 1/1... Discriminator Loss: 1.3796... Generator Loss: 0.7186
Epoch 1/1... Discriminator Loss: 1.5877... Generator Loss: 0.6697
Epoch 1/1... Discriminator Loss: 1.5192... Generator Loss: 0.8341
Epoch 1/1... Discriminator Loss: 1.4863... Generator Loss: 0.7034
Epoch 1/1... Discriminator Loss: 1.4833... Generator Loss: 0.8518
Epoch 1/1... Discriminator Loss: 1.5302... Generator Loss: 0.7166
Epoch 1/1... Discriminator Loss: 1.4739... Generator Loss: 0.8021
Epoch 1/1... Discriminator Loss: 1.5723... Generator Loss: 0.7972
Epoch 1/1... Discriminator Loss: 1.5448... Generator Loss: 0.7081
Epoch 1/1... Discriminator Loss: 1.4479... Generator Loss: 0.8620
Epoch 1/1... Discriminator Loss: 1.4068... Generator Loss: 0.7494
Epoch 1/1... Discriminator Loss: 1.3262... Generator Loss: 0.9869
Epoch 1/1... Discriminator Loss: 1.2474... Generator Loss: 0.8644
Epoch 1/1... Discriminator Loss: 1.3245... Generator Loss: 0.8022
Epoch 1/1... Discriminator Loss: 1.4299... Generator Loss: 0.8291
Epoch 1/1... Discriminator Loss: 1.4458... Generator Loss: 0.7997
Epoch 1/1... Discriminator Loss: 1.3768... Generator Loss: 0.7552
Epoch 1/1... Discriminator Loss: 1.3251... Generator Loss: 1.0388
Epoch 1/1... Discriminator Loss: 1.4413... Generator Loss: 0.6103
Epoch 1/1... Discriminator Loss: 1.4162... Generator Loss: 1.0529
Epoch 1/1... Discriminator Loss: 1.4673... Generator Loss: 0.6303
Epoch 1/1... Discriminator Loss: 1.4889... Generator Loss: 0.8172
Epoch 1/1... Discriminator Loss: 1.4109... Generator Loss: 0.6963
Epoch 1/1... Discriminator Loss: 1.3604... Generator Loss: 0.9344
Epoch 1/1... Discriminator Loss: 1.2438... Generator Loss: 0.9168
Epoch 1/1... Discriminator Loss: 1.3968... Generator Loss: 0.7373
Epoch 1/1... Discriminator Loss: 1.4274... Generator Loss: 1.0003
Epoch 1/1... Discriminator Loss: 1.4884... Generator Loss: 0.6016
Epoch 1/1... Discriminator Loss: 1.3966... Generator Loss: 1.2342
Epoch 1/1... Discriminator Loss: 1.5363... Generator Loss: 0.5112
Epoch 1/1... Discriminator Loss: 1.4960... Generator Loss: 1.3332
Epoch 1/1... Discriminator Loss: 1.6122... Generator Loss: 0.4867
Epoch 1/1... Discriminator Loss: 1.5570... Generator Loss: 1.0002
Epoch 1/1... Discriminator Loss: 1.5795... Generator Loss: 0.5864
Epoch 1/1... Discriminator Loss: 1.4407... Generator Loss: 0.9766
Epoch 1/1... Discriminator Loss: 1.4152... Generator Loss: 0.6191
Epoch 1/1... Discriminator Loss: 1.2857... Generator Loss: 1.2328
Epoch 1/1... Discriminator Loss: 1.2560... Generator Loss: 0.6991
Epoch 1/1... Discriminator Loss: 1.3021... Generator Loss: 1.0373
Epoch 1/1... Discriminator Loss: 1.3153... Generator Loss: 0.7001
Epoch 1/1... Discriminator Loss: 1.4449... Generator Loss: 1.0422
Epoch 1/1... Discriminator Loss: 1.6917... Generator Loss: 0.4917
Epoch 1/1... Discriminator Loss: 1.7271... Generator Loss: 1.0253
Epoch 1/1... Discriminator Loss: 1.5936... Generator Loss: 0.4869
Epoch 1/1... Discriminator Loss: 1.4336... Generator Loss: 1.4682
Epoch 1/1... Discriminator Loss: 1.3864... Generator Loss: 0.6113
Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 1.0574
Epoch 1/1... Discriminator Loss: 1.3156... Generator Loss: 0.7700
Epoch 1/1... Discriminator Loss: 1.3567... Generator Loss: 0.8620
Epoch 1/1... Discriminator Loss: 1.4070... Generator Loss: 0.7626
Epoch 1/1... Discriminator Loss: 1.4681... Generator Loss: 0.7208
Epoch 1/1... Discriminator Loss: 1.4473... Generator Loss: 0.7036
Epoch 1/1... Discriminator Loss: 1.2949... Generator Loss: 0.9502
Epoch 1/1... Discriminator Loss: 1.2875... Generator Loss: 0.7999
Epoch 1/1... Discriminator Loss: 1.3042... Generator Loss: 0.8545
Epoch 1/1... Discriminator Loss: 1.3821... Generator Loss: 0.7788
Epoch 1/1... Discriminator Loss: 1.4093... Generator Loss: 0.8334
Epoch 1/1... Discriminator Loss: 1.4718... Generator Loss: 0.6361
Epoch 1/1... Discriminator Loss: 1.4539... Generator Loss: 0.9594
Epoch 1/1... Discriminator Loss: 1.5181... Generator Loss: 0.5557
Epoch 1/1... Discriminator Loss: 1.4694... Generator Loss: 1.2198
Epoch 1/1... Discriminator Loss: 1.4401... Generator Loss: 0.5526
Epoch 1/1... Discriminator Loss: 1.3304... Generator Loss: 1.1787
Epoch 1/1... Discriminator Loss: 1.3804... Generator Loss: 0.6733
Epoch 1/1... Discriminator Loss: 1.3912... Generator Loss: 0.9788
Epoch 1/1... Discriminator Loss: 1.4143... Generator Loss: 0.6930
Epoch 1/1... Discriminator Loss: 1.4156... Generator Loss: 0.9803

Epoch 1/1... Discriminator Loss: 1.4862... Generator Loss: 0.5970
Epoch 1/1... Discriminator Loss: 1.3701... Generator Loss: 1.1886
Epoch 1/1... Discriminator Loss: 1.4083... Generator Loss: 0.6412
Epoch 1/1... Discriminator Loss: 1.3585... Generator Loss: 1.0617
Epoch 1/1... Discriminator Loss: 1.3714... Generator Loss: 0.7074
Epoch 1/1... Discriminator Loss: 1.3171... Generator Loss: 0.9179
Epoch 1/1... Discriminator Loss: 1.3576... Generator Loss: 0.7159
Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.9760
Epoch 1/1... Discriminator Loss: 1.3522... Generator Loss: 0.7561
Epoch 1/1... Discriminator Loss: 1.2956... Generator Loss: 1.0449
Epoch 1/1... Discriminator Loss: 1.3895... Generator Loss: 0.6219
Epoch 1/1... Discriminator Loss: 1.3613... Generator Loss: 1.1678
Epoch 1/1... Discriminator Loss: 1.3222... Generator Loss: 0.6533
Epoch 1/1... Discriminator Loss: 1.3664... Generator Loss: 0.9582
Epoch 1/1... Discriminator Loss: 1.4078... Generator Loss: 0.6966
Epoch 1/1... Discriminator Loss: 1.4009... Generator Loss: 0.8985
Epoch 1/1... Discriminator Loss: 1.4143... Generator Loss: 0.6820
Epoch 1/1... Discriminator Loss: 1.3979... Generator Loss: 0.8892
Epoch 1/1... Discriminator Loss: 1.3733... Generator Loss: 0.7832
Epoch 1/1... Discriminator Loss: 1.2919... Generator Loss: 1.0158
Epoch 1/1... Discriminator Loss: 1.4336... Generator Loss: 0.6840
Epoch 1/1... Discriminator Loss: 1.3486... Generator Loss: 0.9207
Epoch 1/1... Discriminator Loss: 1.3808... Generator Loss: 0.8061
Epoch 1/1... Discriminator Loss: 1.3879... Generator Loss: 0.8417
Epoch 1/1... Discriminator Loss: 1.3938... Generator Loss: 0.7794
Epoch 1/1... Discriminator Loss: 1.3889... Generator Loss: 0.8350
Epoch 1/1... Discriminator Loss: 1.3679... Generator Loss: 0.8266
Epoch 1/1... Discriminator Loss: 1.3992... Generator Loss: 0.7581
Epoch 1/1... Discriminator Loss: 1.4656... Generator Loss: 0.7796
Epoch 1/1... Discriminator Loss: 1.2999... Generator Loss: 0.8573
Epoch 1/1... Discriminator Loss: 1.3346... Generator Loss: 0.9332
Epoch 1/1... Discriminator Loss: 1.3542... Generator Loss: 0.7090
Epoch 1/1... Discriminator Loss: 1.4680... Generator Loss: 1.0048
Epoch 1/1... Discriminator Loss: 1.5015... Generator Loss: 0.5828
Epoch 1/1... Discriminator Loss: 1.5303... Generator Loss: 1.1251
Epoch 1/1... Discriminator Loss: 1.4678... Generator Loss: 0.5299
Epoch 1/1... Discriminator Loss: 1.4505... Generator Loss: 1.4387
Epoch 1/1... Discriminator Loss: 1.3694... Generator Loss: 0.5907
Epoch 1/1... Discriminator Loss: 1.2792... Generator Loss: 1.1873
Epoch 1/1... Discriminator Loss: 1.3334... Generator Loss: 0.6365
Epoch 1/1... Discriminator Loss: 1.3464... Generator Loss: 0.9227
Epoch 1/1... Discriminator Loss: 1.4091... Generator Loss: 0.6363
Epoch 1/1... Discriminator Loss: 1.3668... Generator Loss: 1.0219
Epoch 1/1... Discriminator Loss: 1.3864... Generator Loss: 0.6617
Epoch 1/1... Discriminator Loss: 1.3840... Generator Loss: 0.9215
Epoch 1/1... Discriminator Loss: 1.3935... Generator Loss: 0.7301
Epoch 1/1... Discriminator Loss: 1.4112... Generator Loss: 0.8140
Epoch 1/1... Discriminator Loss: 1.4191... Generator Loss: 0.7103
Epoch 1/1... Discriminator Loss: 1.4467... Generator Loss: 0.9079
Epoch 1/1... Discriminator Loss: 1.3870... Generator Loss: 0.7630
Epoch 1/1... Discriminator Loss: 1.4483... Generator Loss: 0.9093
Epoch 1/1... Discriminator Loss: 1.4624... Generator Loss: 0.7002
Epoch 1/1... Discriminator Loss: 1.3982... Generator Loss: 0.9021
Epoch 1/1... Discriminator Loss: 1.3912... Generator Loss: 0.6863
Epoch 1/1... Discriminator Loss: 1.3323... Generator Loss: 1.0911
Epoch 1/1... Discriminator Loss: 1.3779... Generator Loss: 0.6202
Epoch 1/1... Discriminator Loss: 1.3320... Generator Loss: 1.1532
Epoch 1/1... Discriminator Loss: 1.4435... Generator Loss: 0.5716
Epoch 1/1... Discriminator Loss: 1.4371... Generator Loss: 1.3115
Epoch 1/1... Discriminator Loss: 1.3793... Generator Loss: 0.6195
Epoch 1/1... Discriminator Loss: 1.3423... Generator Loss: 0.9980
Epoch 1/1... Discriminator Loss: 1.3670... Generator Loss: 0.7143
Epoch 1/1... Discriminator Loss: 1.3868... Generator Loss: 0.8260
Epoch 1/1... Discriminator Loss: 1.4220... Generator Loss: 0.8148
Epoch 1/1... Discriminator Loss: 1.5425... Generator Loss: 0.7000
Epoch 1/1... Discriminator Loss: 1.4192... Generator Loss: 0.9872
Epoch 1/1... Discriminator Loss: 1.5194... Generator Loss: 0.5697
Epoch 1/1... Discriminator Loss: 1.4190... Generator Loss: 1.0791
Epoch 1/1... Discriminator Loss: 1.3858... Generator Loss: 0.6905
Epoch 1/1... Discriminator Loss: 1.3922... Generator Loss: 0.8233
Epoch 1/1... Discriminator Loss: 1.4289... Generator Loss: 0.7620
Epoch 1/1... Discriminator Loss: 1.4440... Generator Loss: 0.8501
Epoch 1/1... Discriminator Loss: 1.4385... Generator Loss: 0.6591
Epoch 1/1... Discriminator Loss: 1.3691... Generator Loss: 1.0966
Epoch 1/1... Discriminator Loss: 1.4105... Generator Loss: 0.6126
Epoch 1/1... Discriminator Loss: 1.3200... Generator Loss: 1.0491
Epoch 1/1... Discriminator Loss: 1.3203... Generator Loss: 0.7962
Epoch 1/1... Discriminator Loss: 1.3348... Generator Loss: 0.8588
Epoch 1/1... Discriminator Loss: 1.2647... Generator Loss: 0.8921
Epoch 1/1... Discriminator Loss: 1.2594... Generator Loss: 0.8272
Epoch 1/1... Discriminator Loss: 1.2886... Generator Loss: 0.8609
Epoch 1/1... Discriminator Loss: 1.3589... Generator Loss: 0.7284
Epoch 1/1... Discriminator Loss: 1.4056... Generator Loss: 0.9645
Epoch 1/1... Discriminator Loss: 1.4797... Generator Loss: 0.5831
Epoch 1/1... Discriminator Loss: 1.4453... Generator Loss: 1.2256
Epoch 1/1... Discriminator Loss: 1.4985... Generator Loss: 0.5219
Epoch 1/1... Discriminator Loss: 1.4567... Generator Loss: 1.2992
Epoch 1/1... Discriminator Loss: 1.4559... Generator Loss: 0.5534
Epoch 1/1... Discriminator Loss: 1.3985... Generator Loss: 1.0714
Epoch 1/1... Discriminator Loss: 1.4399... Generator Loss: 0.5998
Epoch 1/1... Discriminator Loss: 1.4159... Generator Loss: 1.0083
Epoch 1/1... Discriminator Loss: 1.4348... Generator Loss: 0.6453
Epoch 1/1... Discriminator Loss: 1.3686... Generator Loss: 0.9911
Epoch 1/1... Discriminator Loss: 1.3437... Generator Loss: 0.7060
Epoch 1/1... Discriminator Loss: 1.3226... Generator Loss: 0.9541
Epoch 1/1... Discriminator Loss: 1.3564... Generator Loss: 0.6994
Epoch 1/1... Discriminator Loss: 1.3648... Generator Loss: 0.9956
Epoch 1/1... Discriminator Loss: 1.4612... Generator Loss: 0.5675
Epoch 1/1... Discriminator Loss: 1.4392... Generator Loss: 1.3507
Epoch 1/1... Discriminator Loss: 1.4165... Generator Loss: 0.5589

Epoch 1/1... Discriminator Loss: 1.3711... Generator Loss: 1.2072
Epoch 1/1... Discriminator Loss: 1.4592... Generator Loss: 0.5973
Epoch 1/1... Discriminator Loss: 1.3979... Generator Loss: 0.9504
Epoch 1/1... Discriminator Loss: 1.4002... Generator Loss: 0.7453
Epoch 1/1... Discriminator Loss: 1.4298... Generator Loss: 0.7609
Epoch 1/1... Discriminator Loss: 1.3550... Generator Loss: 0.8330
Epoch 1/1... Discriminator Loss: 1.3771... Generator Loss: 0.7148
Epoch 1/1... Discriminator Loss: 1.3169... Generator Loss: 1.0590
Epoch 1/1... Discriminator Loss: 1.4192... Generator Loss: 0.5494
Epoch 1/1... Discriminator Loss: 1.5905... Generator Loss: 1.5235
Epoch 1/1... Discriminator Loss: 1.6527... Generator Loss: 0.3814
Epoch 1/1... Discriminator Loss: 1.5692... Generator Loss: 1.5427
Epoch 1/1... Discriminator Loss: 1.4973... Generator Loss: 0.5208
Epoch 1/1... Discriminator Loss: 1.3471... Generator Loss: 0.9981
Epoch 1/1... Discriminator Loss: 1.4906... Generator Loss: 0.6110
Epoch 1/1... Discriminator Loss: 1.4316... Generator Loss: 1.0757
Epoch 1/1... Discriminator Loss: 1.3404... Generator Loss: 0.6674
Epoch 1/1... Discriminator Loss: 1.3364... Generator Loss: 1.0315
Epoch 1/1... Discriminator Loss: 1.3634... Generator Loss: 0.6866
Epoch 1/1... Discriminator Loss: 1.3837... Generator Loss: 0.8795
Epoch 1/1... Discriminator Loss: 1.3806... Generator Loss: 0.7597
Epoch 1/1... Discriminator Loss: 1.4409... Generator Loss: 0.7999
Epoch 1/1... Discriminator Loss: 1.3137... Generator Loss: 0.8590
Epoch 1/1... Discriminator Loss: 1.3800... Generator Loss: 0.7776
Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 0.9516
Epoch 1/1... Discriminator Loss: 1.3064... Generator Loss: 0.8150
Epoch 1/1... Discriminator Loss: 1.3051... Generator Loss: 0.7887
Epoch 1/1... Discriminator Loss: 1.3853... Generator Loss: 0.8063
Epoch 1/1... Discriminator Loss: 1.3857... Generator Loss: 0.7831
Epoch 1/1... Discriminator Loss: 1.3680... Generator Loss: 0.8593
Epoch 1/1... Discriminator Loss: 1.3669... Generator Loss: 0.8687
Epoch 1/1... Discriminator Loss: 1.3832... Generator Loss: 0.7491
Epoch 1/1... Discriminator Loss: 1.3469... Generator Loss: 0.9557
Epoch 1/1... Discriminator Loss: 1.3692... Generator Loss: 0.6741
Epoch 1/1... Discriminator Loss: 1.3777... Generator Loss: 1.1354
Epoch 1/1... Discriminator Loss: 1.5617... Generator Loss: 0.4920
Epoch 1/1... Discriminator Loss: 1.4235... Generator Loss: 1.0804
Epoch 1/1... Discriminator Loss: 1.4384... Generator Loss: 0.6385
Epoch 1/1... Discriminator Loss: 1.3072... Generator Loss: 0.8921
Epoch 1/1... Discriminator Loss: 1.3353... Generator Loss: 0.8034
Epoch 1/1... Discriminator Loss: 1.3117... Generator Loss: 0.8274
Epoch 1/1... Discriminator Loss: 1.3265... Generator Loss: 0.8735
Epoch 1/1... Discriminator Loss: 1.3749... Generator Loss: 0.6991
Epoch 1/1... Discriminator Loss: 1.3267... Generator Loss: 0.9871
Epoch 1/1... Discriminator Loss: 1.4135... Generator Loss: 0.6541
Epoch 1/1... Discriminator Loss: 1.3848... Generator Loss: 0.9237
Epoch 1/1... Discriminator Loss: 1.4075... Generator Loss: 0.7154
Epoch 1/1... Discriminator Loss: 1.3946... Generator Loss: 0.8334
Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.7907
Epoch 1/1... Discriminator Loss: 1.3552... Generator Loss: 0.8082
Epoch 1/1... Discriminator Loss: 1.3027... Generator Loss: 0.9472
Epoch 1/1... Discriminator Loss: 1.2726... Generator Loss: 0.8037
Epoch 1/1... Discriminator Loss: 1.3055... Generator Loss: 1.0201
Epoch 1/1... Discriminator Loss: 1.4557... Generator Loss: 0.5869
Epoch 1/1... Discriminator Loss: 1.4830... Generator Loss: 1.1308
Epoch 1/1... Discriminator Loss: 1.4905... Generator Loss: 0.5448
Epoch 1/1... Discriminator Loss: 1.4248... Generator Loss: 1.2734
Epoch 1/1... Discriminator Loss: 1.4727... Generator Loss: 0.5298
Epoch 1/1... Discriminator Loss: 1.4356... Generator Loss: 1.2214
Epoch 1/1... Discriminator Loss: 1.5254... Generator Loss: 0.5428
Epoch 1/1... Discriminator Loss: 1.5310... Generator Loss: 1.1396
Epoch 1/1... Discriminator Loss: 1.4561... Generator Loss: 0.5877
Epoch 1/1... Discriminator Loss: 1.3332... Generator Loss: 1.0016
Epoch 1/1... Discriminator Loss: 1.3517... Generator Loss: 0.6978
Epoch 1/1... Discriminator Loss: 1.3616... Generator Loss: 0.8991
Epoch 1/1... Discriminator Loss: 1.3265... Generator Loss: 0.7390
Epoch 1/1... Discriminator Loss: 1.3133... Generator Loss: 0.8743
Epoch 1/1... Discriminator Loss: 1.3399... Generator Loss: 0.8830
Epoch 1/1... Discriminator Loss: 1.3714... Generator Loss: 0.7233
Epoch 1/1... Discriminator Loss: 1.4133... Generator Loss: 0.8100
Epoch 1/1... Discriminator Loss: 1.4423... Generator Loss: 0.7344
Epoch 1/1... Discriminator Loss: 1.4621... Generator Loss: 0.8754
Epoch 1/1... Discriminator Loss: 1.4882... Generator Loss: 0.6237
Epoch 1/1... Discriminator Loss: 1.3958... Generator Loss: 0.9545
Epoch 1/1... Discriminator Loss: 1.4396... Generator Loss: 0.6775
Epoch 1/1... Discriminator Loss: 1.5120... Generator Loss: 0.7939
Epoch 1/1... Discriminator Loss: 1.4820... Generator Loss: 0.7265
Epoch 1/1... Discriminator Loss: 1.3995... Generator Loss: 0.9469
Epoch 1/1... Discriminator Loss: 1.3779... Generator Loss: 0.6860
Epoch 1/1... Discriminator Loss: 1.3058... Generator Loss: 0.9981
Epoch 1/1... Discriminator Loss: 1.2951... Generator Loss: 0.7796
Epoch 1/1... Discriminator Loss: 1.3439... Generator Loss: 0.8073
Epoch 1/1... Discriminator Loss: 1.3427... Generator Loss: 0.8645
Epoch 1/1... Discriminator Loss: 1.3721... Generator Loss: 0.7008
Epoch 1/1... Discriminator Loss: 1.3057... Generator Loss: 1.0268
Epoch 1/1... Discriminator Loss: 1.4337... Generator Loss: 0.6205
Epoch 1/1... Discriminator Loss: 1.3786... Generator Loss: 1.1906
Epoch 1/1... Discriminator Loss: 1.5299... Generator Loss: 0.5060
Epoch 1/1... Discriminator Loss: 1.4816... Generator Loss: 0.9843
Epoch 1/1... Discriminator Loss: 1.5692... Generator Loss: 0.5597
Epoch 1/1... Discriminator Loss: 1.5253... Generator Loss: 0.9829
Epoch 1/1... Discriminator Loss: 1.5475... Generator Loss: 0.5725
Epoch 1/1... Discriminator Loss: 1.4634... Generator Loss: 0.9714
Epoch 1/1... Discriminator Loss: 1.3482... Generator Loss: 0.8142
Epoch 1/1... Discriminator Loss: 1.3469... Generator Loss: 0.8142
Epoch 1/1... Discriminator Loss: 1.3135... Generator Loss: 0.8939
Epoch 1/1... Discriminator Loss: 1.3435... Generator Loss: 0.6812
Epoch 1/1... Discriminator Loss: 1.3073... Generator Loss: 0.9172
Epoch 1/1... Discriminator Loss: 1.4694... Generator Loss: 0.7043
Epoch 1/1... Discriminator Loss: 1.4331... Generator Loss: 0.7534

Epoch 1/1... Discriminator Loss: 1.3830... Generator Loss: 0.8362
Epoch 1/1... Discriminator Loss: 1.3824... Generator Loss: 0.8273
Epoch 1/1... Discriminator Loss: 1.4590... Generator Loss: 0.7299
Epoch 1/1... Discriminator Loss: 1.4595... Generator Loss: 0.8353
Epoch 1/1... Discriminator Loss: 1.4504... Generator Loss: 0.6809
Epoch 1/1... Discriminator Loss: 1.3443... Generator Loss: 0.9498
Epoch 1/1... Discriminator Loss: 1.3736... Generator Loss: 0.7266
Epoch 1/1... Discriminator Loss: 1.3511... Generator Loss: 0.9983
Epoch 1/1... Discriminator Loss: 1.3954... Generator Loss: 0.7074
Epoch 1/1... Discriminator Loss: 1.3286... Generator Loss: 1.0716
Epoch 1/1... Discriminator Loss: 1.3742... Generator Loss: 0.6650
Epoch 1/1... Discriminator Loss: 1.3729... Generator Loss: 0.9357
Epoch 1/1... Discriminator Loss: 1.4139... Generator Loss: 0.6791
Epoch 1/1... Discriminator Loss: 1.3534... Generator Loss: 0.8445
Epoch 1/1... Discriminator Loss: 1.3338... Generator Loss: 0.9470
Epoch 1/1... Discriminator Loss: 1.3080... Generator Loss: 0.6829
Epoch 1/1... Discriminator Loss: 1.3556... Generator Loss: 1.0969
Epoch 1/1... Discriminator Loss: 1.4255... Generator Loss: 0.5811
Epoch 1/1... Discriminator Loss: 1.4731... Generator Loss: 1.1248
Epoch 1/1... Discriminator Loss: 1.5527... Generator Loss: 0.5050
Epoch 1/1... Discriminator Loss: 1.4917... Generator Loss: 1.3168
Epoch 1/1... Discriminator Loss: 1.4863... Generator Loss: 0.5426
Epoch 1/1... Discriminator Loss: 1.4434... Generator Loss: 1.2188
Epoch 1/1... Discriminator Loss: 1.4039... Generator Loss: 0.6178
Epoch 1/1... Discriminator Loss: 1.4235... Generator Loss: 0.9203
Epoch 1/1... Discriminator Loss: 1.4964... Generator Loss: 0.6569
Epoch 1/1... Discriminator Loss: 1.4191... Generator Loss: 0.8473
Epoch 1/1... Discriminator Loss: 1.3639... Generator Loss: 0.7276
Epoch 1/1... Discriminator Loss: 1.3595... Generator Loss: 0.7333
Epoch 1/1... Discriminator Loss: 1.3544... Generator Loss: 0.8016
Epoch 1/1... Discriminator Loss: 1.3959... Generator Loss: 0.8010
Epoch 1/1... Discriminator Loss: 1.3597... Generator Loss: 0.8796
Epoch 1/1... Discriminator Loss: 1.3303... Generator Loss: 0.8422
Epoch 1/1... Discriminator Loss: 1.3283... Generator Loss: 0.8810
Epoch 1/1... Discriminator Loss: 1.3591... Generator Loss: 0.7241
Epoch 1/1... Discriminator Loss: 1.2836... Generator Loss: 0.9740
Epoch 1/1... Discriminator Loss: 1.2951... Generator Loss: 0.7474
Epoch 1/1... Discriminator Loss: 1.3209... Generator Loss: 0.9765
Epoch 1/1... Discriminator Loss: 1.4291... Generator Loss: 0.6755
Epoch 1/1... Discriminator Loss: 1.4314... Generator Loss: 0.8685
Epoch 1/1... Discriminator Loss: 1.4398... Generator Loss: 0.6521
Epoch 1/1... Discriminator Loss: 1.4456... Generator Loss: 0.9673
Epoch 1/1... Discriminator Loss: 1.3800... Generator Loss: 0.7253
Epoch 1/1... Discriminator Loss: 1.3308... Generator Loss: 0.9562
Epoch 1/1... Discriminator Loss: 1.3562... Generator Loss: 0.6713
Epoch 1/1... Discriminator Loss: 1.3370... Generator Loss: 1.1083
Epoch 1/1... Discriminator Loss: 1.3673... Generator Loss: 0.6254
Epoch 1/1... Discriminator Loss: 1.2949... Generator Loss: 1.0618
Epoch 1/1... Discriminator Loss: 1.4699... Generator Loss: 0.5559
Epoch 1/1... Discriminator Loss: 1.4640... Generator Loss: 0.9761
Epoch 1/1... Discriminator Loss: 1.4208... Generator Loss: 0.6632
Epoch 1/1... Discriminator Loss: 1.3189... Generator Loss: 0.8932
Epoch 1/1... Discriminator Loss: 1.3859... Generator Loss: 0.7498
Epoch 1/1... Discriminator Loss: 1.3963... Generator Loss: 0.8809
Epoch 1/1... Discriminator Loss: 1.3993... Generator Loss: 0.7512
Epoch 1/1... Discriminator Loss: 1.3715... Generator Loss: 0.8493
Epoch 1/1... Discriminator Loss: 1.3896... Generator Loss: 0.8284
Epoch 1/1... Discriminator Loss: 1.3745... Generator Loss: 0.7843
Epoch 1/1... Discriminator Loss: 1.3274... Generator Loss: 0.9408
Epoch 1/1... Discriminator Loss: 1.4070... Generator Loss: 0.7262
Epoch 1/1... Discriminator Loss: 1.3628... Generator Loss: 0.8607
Epoch 1/1... Discriminator Loss: 1.3741... Generator Loss: 0.6853
Epoch 1/1... Discriminator Loss: 1.2799... Generator Loss: 0.9695
Epoch 1/1... Discriminator Loss: 1.3395... Generator Loss: 0.7087
Epoch 1/1... Discriminator Loss: 1.2569... Generator Loss: 0.9712
Epoch 1/1... Discriminator Loss: 1.3512... Generator Loss: 0.6776
Epoch 1/1... Discriminator Loss: 1.3977... Generator Loss: 1.0049
Epoch 1/1... Discriminator Loss: 1.5196... Generator Loss: 0.5103
Epoch 1/1... Discriminator Loss: 1.5741... Generator Loss: 1.3266
Epoch 1/1... Discriminator Loss: 1.5951... Generator Loss: 0.4446
Epoch 1/1... Discriminator Loss: 1.4977... Generator Loss: 1.3137
Epoch 1/1... Discriminator Loss: 1.4256... Generator Loss: 0.5766
Epoch 1/1... Discriminator Loss: 1.4331... Generator Loss: 1.0099
Epoch 1/1... Discriminator Loss: 1.4715... Generator Loss: 0.6721
Epoch 1/1... Discriminator Loss: 1.4084... Generator Loss: 0.8775
Epoch 1/1... Discriminator Loss: 1.4919... Generator Loss: 0.5884
Epoch 1/1... Discriminator Loss: 1.4753... Generator Loss: 1.0933
Epoch 1/1... Discriminator Loss: 1.4211... Generator Loss: 0.6057
Epoch 1/1... Discriminator Loss: 1.3422... Generator Loss: 1.0754
Epoch 1/1... Discriminator Loss: 1.3247... Generator Loss: 0.7612
Epoch 1/1... Discriminator Loss: 1.3120... Generator Loss: 0.8178
Epoch 1/1... Discriminator Loss: 1.3127... Generator Loss: 0.9076
Epoch 1/1... Discriminator Loss: 1.3593... Generator Loss: 0.7390
Epoch 1/1... Discriminator Loss: 1.3795... Generator Loss: 0.8540
Epoch 1/1... Discriminator Loss: 1.4476... Generator Loss: 0.7532
Epoch 1/1... Discriminator Loss: 1.3796... Generator Loss: 0.8907
Epoch 1/1... Discriminator Loss: 1.3149... Generator Loss: 0.8101
Epoch 1/1... Discriminator Loss: 1.2653... Generator Loss: 0.9503
Epoch 1/1... Discriminator Loss: 1.2748... Generator Loss: 0.8034
Epoch 1/1... Discriminator Loss: 1.2830... Generator Loss: 0.9377
Epoch 1/1... Discriminator Loss: 1.3573... Generator Loss: 0.7895
Epoch 1/1... Discriminator Loss: 1.3831... Generator Loss: 0.7821
Epoch 1/1... Discriminator Loss: 1.3872... Generator Loss: 0.7813
Epoch 1/1... Discriminator Loss: 1.3525... Generator Loss: 0.8197
Epoch 1/1... Discriminator Loss: 1.3189... Generator Loss: 0.8575
Epoch 1/1... Discriminator Loss: 1.3135... Generator Loss: 0.7678
Epoch 1/1... Discriminator Loss: 1.3645... Generator Loss: 0.8175
Epoch 1/1... Discriminator Loss: 1.3323... Generator Loss: 0.8447
Epoch 1/1... Discriminator Loss: 1.3993... Generator Loss: 0.7377
Epoch 1/1... Discriminator Loss: 1.4134... Generator Loss: 0.7790

Epoch 1/1... Discriminator Loss: 1.3681... Generator Loss: 0.7482
Epoch 1/1... Discriminator Loss: 1.3533... Generator Loss: 0.9085
Epoch 1/1... Discriminator Loss: 1.3287... Generator Loss: 0.7439
Epoch 1/1... Discriminator Loss: 1.2304... Generator Loss: 0.9260
Epoch 1/1... Discriminator Loss: 1.3687... Generator Loss: 0.6981
Epoch 1/1... Discriminator Loss: 1.2652... Generator Loss: 0.9638
Epoch 1/1... Discriminator Loss: 1.3796... Generator Loss: 0.6296
Epoch 1/1... Discriminator Loss: 1.3856... Generator Loss: 0.9239
Epoch 1/1... Discriminator Loss: 1.4652... Generator Loss: 0.6073
Epoch 1/1... Discriminator Loss: 1.3963... Generator Loss: 1.2361
Epoch 1/1... Discriminator Loss: 1.5081... Generator Loss: 0.4863
Epoch 1/1... Discriminator Loss: 1.5274... Generator Loss: 1.4127
Epoch 1/1... Discriminator Loss: 1.5414... Generator Loss: 0.4778
Epoch 1/1... Discriminator Loss: 1.4165... Generator Loss: 1.2852
Epoch 1/1... Discriminator Loss: 1.3326... Generator Loss: 0.6905
Epoch 1/1... Discriminator Loss: 1.3275... Generator Loss: 1.0306
Epoch 1/1... Discriminator Loss: 1.3629... Generator Loss: 0.6693
Epoch 1/1... Discriminator Loss: 1.2774... Generator Loss: 1.2214
Epoch 1/1... Discriminator Loss: 1.3698... Generator Loss: 0.5949
Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 0.9295
Epoch 1/1... Discriminator Loss: 1.3836... Generator Loss: 0.7287
Epoch 1/1... Discriminator Loss: 1.3439... Generator Loss: 0.8148
Epoch 1/1... Discriminator Loss: 1.3796... Generator Loss: 0.7464
Epoch 1/1... Discriminator Loss: 1.4146... Generator Loss: 0.7610
Epoch 1/1... Discriminator Loss: 1.3606... Generator Loss: 0.8249
Epoch 1/1... Discriminator Loss: 1.3945... Generator Loss: 0.7566
Epoch 1/1... Discriminator Loss: 1.3460... Generator Loss: 0.8950
Epoch 1/1... Discriminator Loss: 1.3684... Generator Loss: 0.7147
Epoch 1/1... Discriminator Loss: 1.3934... Generator Loss: 0.8873
Epoch 1/1... Discriminator Loss: 1.4332... Generator Loss: 0.6685
Epoch 1/1... Discriminator Loss: 1.3682... Generator Loss: 0.8930
Epoch 1/1... Discriminator Loss: 1.3029... Generator Loss: 0.7476
Epoch 1/1... Discriminator Loss: 1.2267... Generator Loss: 0.9573
Epoch 1/1... Discriminator Loss: 1.3516... Generator Loss: 0.7559
Epoch 1/1... Discriminator Loss: 1.3238... Generator Loss: 0.8795
Epoch 1/1... Discriminator Loss: 1.3565... Generator Loss: 0.8234
Epoch 1/1... Discriminator Loss: 1.2791... Generator Loss: 0.8921
Epoch 1/1... Discriminator Loss: 1.2919... Generator Loss: 0.8371
Epoch 1/1... Discriminator Loss: 1.3935... Generator Loss: 0.7366
Epoch 1/1... Discriminator Loss: 1.4766... Generator Loss: 0.8454
Epoch 1/1... Discriminator Loss: 1.4982... Generator Loss: 0.6595
Epoch 1/1... Discriminator Loss: 1.3657... Generator Loss: 0.8872
Epoch 1/1... Discriminator Loss: 1.3553... Generator Loss: 0.7790
Epoch 1/1... Discriminator Loss: 1.3075... Generator Loss: 0.7650
Epoch 1/1... Discriminator Loss: 1.2750... Generator Loss: 1.1002
Epoch 1/1... Discriminator Loss: 1.3754... Generator Loss: 0.6388
Epoch 1/1... Discriminator Loss: 1.3310... Generator Loss: 1.1402
Epoch 1/1... Discriminator Loss: 1.3644... Generator Loss: 0.6048
Epoch 1/1... Discriminator Loss: 1.3187... Generator Loss: 1.1704
Epoch 1/1... Discriminator Loss: 1.3720... Generator Loss: 0.6639
Epoch 1/1... Discriminator Loss: 1.2839... Generator Loss: 1.0109
Epoch 1/1... Discriminator Loss: 1.3079... Generator Loss: 0.7803
Epoch 1/1... Discriminator Loss: 1.3569... Generator Loss: 0.7688
Epoch 1/1... Discriminator Loss: 1.3221... Generator Loss: 0.8977
Epoch 1/1... Discriminator Loss: 1.3447... Generator Loss: 0.8475
Epoch 1/1... Discriminator Loss: 1.2925... Generator Loss: 0.8438
Epoch 1/1... Discriminator Loss: 1.3765... Generator Loss: 0.7250
Epoch 1/1... Discriminator Loss: 1.4505... Generator Loss: 0.7990
Epoch 1/1... Discriminator Loss: 1.3957... Generator Loss: 0.7585
Epoch 1/1... Discriminator Loss: 1.2944... Generator Loss: 0.9219
Epoch 1/1... Discriminator Loss: 1.2399... Generator Loss: 0.8575
Epoch 1/1... Discriminator Loss: 1.2518... Generator Loss: 0.8955
Epoch 1/1... Discriminator Loss: 1.2956... Generator Loss: 0.8406
Epoch 1/1... Discriminator Loss: 1.3645... Generator Loss: 0.7557
Epoch 1/1... Discriminator Loss: 1.4078... Generator Loss: 0.7405
Epoch 1/1... Discriminator Loss: 1.3859... Generator Loss: 0.8993
Epoch 1/1... Discriminator Loss: 1.4420... Generator Loss: 0.6354
Epoch 1/1... Discriminator Loss: 1.4344... Generator Loss: 0.9661
Epoch 1/1... Discriminator Loss: 1.5312... Generator Loss: 0.5505
Epoch 1/1... Discriminator Loss: 1.5813... Generator Loss: 1.1783
Epoch 1/1... Discriminator Loss: 1.5215... Generator Loss: 0.4695
Epoch 1/1... Discriminator Loss: 1.2896... Generator Loss: 1.3373
Epoch 1/1... Discriminator Loss: 1.3567... Generator Loss: 0.6394
Epoch 1/1... Discriminator Loss: 1.3708... Generator Loss: 0.9128
Epoch 1/1... Discriminator Loss: 1.4153... Generator Loss: 0.7542
Epoch 1/1... Discriminator Loss: 1.3736... Generator Loss: 0.8543
Epoch 1/1... Discriminator Loss: 1.3214... Generator Loss: 0.8714
Epoch 1/1... Discriminator Loss: 1.4168... Generator Loss: 0.7338
Epoch 1/1... Discriminator Loss: 1.4945... Generator Loss: 0.7691
Epoch 1/1... Discriminator Loss: 1.4419... Generator Loss: 0.7978
Epoch 1/1... Discriminator Loss: 1.3023... Generator Loss: 0.9278
Epoch 1/1... Discriminator Loss: 1.3652... Generator Loss: 0.7465
Epoch 1/1... Discriminator Loss: 1.3315... Generator Loss: 0.9077
Epoch 1/1... Discriminator Loss: 1.3869... Generator Loss: 0.6800
Epoch 1/1... Discriminator Loss: 1.3621... Generator Loss: 1.0452
Epoch 1/1... Discriminator Loss: 1.3682... Generator Loss: 0.6517
Epoch 1/1... Discriminator Loss: 1.2840... Generator Loss: 0.9513
Epoch 1/1... Discriminator Loss: 1.3782... Generator Loss: 0.6646
Epoch 1/1... Discriminator Loss: 1.4041... Generator Loss: 1.0154
Epoch 1/1... Discriminator Loss: 1.4119... Generator Loss: 0.6371
Epoch 1/1... Discriminator Loss: 1.3983... Generator Loss: 1.0675
Epoch 1/1... Discriminator Loss: 1.5238... Generator Loss: 0.5159
Epoch 1/1... Discriminator Loss: 1.5008... Generator Loss: 1.0811
Epoch 1/1... Discriminator Loss: 1.2941... Generator Loss: 0.7931
Epoch 1/1... Discriminator Loss: 1.2647... Generator Loss: 0.7739
Epoch 1/1... Discriminator Loss: 1.2554... Generator Loss: 1.1179
Epoch 1/1... Discriminator Loss: 1.4878... Generator Loss: 0.5139
Epoch 1/1... Discriminator Loss: 1.5940... Generator Loss: 1.2706
Epoch 1/1... Discriminator Loss: 1.5847... Generator Loss: 0.4968
Epoch 1/1... Discriminator Loss: 1.4833... Generator Loss: 0.9887

Epoch 1/1... Discriminator Loss: 1.3933... Generator Loss: 0.7002
Epoch 1/1... Discriminator Loss: 1.3632... Generator Loss: 0.9378
Epoch 1/1... Discriminator Loss: 1.3227... Generator Loss: 0.7919
Epoch 1/1... Discriminator Loss: 1.4603... Generator Loss: 0.7008
Epoch 1/1... Discriminator Loss: 1.4506... Generator Loss: 0.7483
Epoch 1/1... Discriminator Loss: 1.3406... Generator Loss: 0.7767
Epoch 1/1... Discriminator Loss: 1.2493... Generator Loss: 0.8957
Epoch 1/1... Discriminator Loss: 1.3352... Generator Loss: 0.6532
Epoch 1/1... Discriminator Loss: 1.4047... Generator Loss: 1.0333
Epoch 1/1... Discriminator Loss: 1.4743... Generator Loss: 0.6210
Epoch 1/1... Discriminator Loss: 1.3686... Generator Loss: 0.9896
Epoch 1/1... Discriminator Loss: 1.3008... Generator Loss: 0.7675
Epoch 1/1... Discriminator Loss: 1.3084... Generator Loss: 0.8922
Epoch 1/1... Discriminator Loss: 1.4268... Generator Loss: 0.7338
Epoch 1/1... Discriminator Loss: 1.5240... Generator Loss: 0.8570
Epoch 1/1... Discriminator Loss: 1.4492... Generator Loss: 0.6626
Epoch 1/1... Discriminator Loss: 1.3260... Generator Loss: 1.1339
Epoch 1/1... Discriminator Loss: 1.3590... Generator Loss: 0.6471
Epoch 1/1... Discriminator Loss: 1.2957... Generator Loss: 0.9841
Epoch 1/1... Discriminator Loss: 1.2871... Generator Loss: 0.7283
Epoch 1/1... Discriminator Loss: 1.3026... Generator Loss: 0.8970
Epoch 1/1... Discriminator Loss: 1.3590... Generator Loss: 0.7313
Epoch 1/1... Discriminator Loss: 1.3519... Generator Loss: 1.0135
Epoch 1/1... Discriminator Loss: 1.4224... Generator Loss: 0.6345
Epoch 1/1... Discriminator Loss: 1.3784... Generator Loss: 1.0836
Epoch 1/1... Discriminator Loss: 1.3396... Generator Loss: 0.6962
Epoch 1/1... Discriminator Loss: 1.3034... Generator Loss: 1.0104
Epoch 1/1... Discriminator Loss: 1.2815... Generator Loss: 0.7649
Epoch 1/1... Discriminator Loss: 1.3354... Generator Loss: 0.9075
Epoch 1/1... Discriminator Loss: 1.3908... Generator Loss: 0.7299
Epoch 1/1... Discriminator Loss: 1.3295... Generator Loss: 0.8204
Epoch 1/1... Discriminator Loss: 1.3959... Generator Loss: 0.8949
Epoch 1/1... Discriminator Loss: 1.3200... Generator Loss: 0.7129
Epoch 1/1... Discriminator Loss: 1.3424... Generator Loss: 0.9387
Epoch 1/1... Discriminator Loss: 1.4577... Generator Loss: 0.6336
Epoch 1/1... Discriminator Loss: 1.3765... Generator Loss: 1.1162
Epoch 1/1... Discriminator Loss: 1.3781... Generator Loss: 0.5994
Epoch 1/1... Discriminator Loss: 1.2773... Generator Loss: 1.0863
Epoch 1/1... Discriminator Loss: 1.1402... Generator Loss: 0.8248
Epoch 1/1... Discriminator Loss: 1.2941... Generator Loss: 0.8273
Epoch 1/1... Discriminator Loss: 1.3257... Generator Loss: 0.7698
Epoch 1/1... Discriminator Loss: 1.3356... Generator Loss: 0.8925
Epoch 1/1... Discriminator Loss: 1.3201... Generator Loss: 0.6648
Epoch 1/1... Discriminator Loss: 1.3354... Generator Loss: 1.3248
Epoch 1/1... Discriminator Loss: 1.5544... Generator Loss: 0.4536
Epoch 1/1... Discriminator Loss: 1.5519... Generator Loss: 1.6321
Epoch 1/1... Discriminator Loss: 1.4250... Generator Loss: 0.5363
Epoch 1/1... Discriminator Loss: 1.3577... Generator Loss: 1.0675
Epoch 1/1... Discriminator Loss: 1.2606... Generator Loss: 0.7978
Epoch 1/1... Discriminator Loss: 1.2933... Generator Loss: 0.7997
Epoch 1/1... Discriminator Loss: 1.3322... Generator Loss: 0.8102
Epoch 1/1... Discriminator Loss: 1.4448... Generator Loss: 0.8926
Epoch 1/1... Discriminator Loss: 1.3997... Generator Loss: 0.7071
Epoch 1/1... Discriminator Loss: 1.2672... Generator Loss: 1.0538
Epoch 1/1... Discriminator Loss: 1.2939... Generator Loss: 0.6620
Epoch 1/1... Discriminator Loss: 1.3750... Generator Loss: 1.3192
Epoch 1/1... Discriminator Loss: 1.5757... Generator Loss: 0.4328
Epoch 1/1... Discriminator Loss: 1.5227... Generator Loss: 1.3381
Epoch 1/1... Discriminator Loss: 1.5456... Generator Loss: 0.4468
Epoch 1/1... Discriminator Loss: 1.4195... Generator Loss: 0.9037
Epoch 1/1... Discriminator Loss: 1.4184... Generator Loss: 0.7726
Epoch 1/1... Discriminator Loss: 1.3934... Generator Loss: 0.8021
Epoch 1/1... Discriminator Loss: 1.3682... Generator Loss: 0.7515
Epoch 1/1... Discriminator Loss: 1.4064... Generator Loss: 0.7648
Epoch 1/1... Discriminator Loss: 1.3902... Generator Loss: 0.8383
Epoch 1/1... Discriminator Loss: 1.3872... Generator Loss: 0.7487
Epoch 1/1... Discriminator Loss: 1.3107... Generator Loss: 0.8294
Epoch 1/1... Discriminator Loss: 1.3492... Generator Loss: 0.8366
Epoch 1/1... Discriminator Loss: 1.3583... Generator Loss: 0.8083
Epoch 1/1... Discriminator Loss: 1.3390... Generator Loss: 0.8173
Epoch 1/1... Discriminator Loss: 1.3208... Generator Loss: 0.9212
Epoch 1/1... Discriminator Loss: 1.3455... Generator Loss: 0.7488
Epoch 1/1... Discriminator Loss: 1.3232... Generator Loss: 0.9002
Epoch 1/1... Discriminator Loss: 1.3777... Generator Loss: 0.7186
Epoch 1/1... Discriminator Loss: 1.4030... Generator Loss: 0.8531
Epoch 1/1... Discriminator Loss: 1.4291... Generator Loss: 0.6991
Epoch 1/1... Discriminator Loss: 1.3035... Generator Loss: 0.9199
Epoch 1/1... Discriminator Loss: 1.3558... Generator Loss: 0.8070
Epoch 1/1... Discriminator Loss: 1.3715... Generator Loss: 0.7382
Epoch 1/1... Discriminator Loss: 1.3317... Generator Loss: 0.8406
Epoch 1/1... Discriminator Loss: 1.3187... Generator Loss: 0.8105
Epoch 1/1... Discriminator Loss: 1.3540... Generator Loss: 0.8175
Epoch 1/1... Discriminator Loss: 1.3741... Generator Loss: 0.7775
Epoch 1/1... Discriminator Loss: 1.4067... Generator Loss: 0.8843
Epoch 1/1... Discriminator Loss: 1.3966... Generator Loss: 0.6493
Epoch 1/1... Discriminator Loss: 1.3375... Generator Loss: 1.0743
Epoch 1/1... Discriminator Loss: 1.5351... Generator Loss: 0.4851
Epoch 1/1... Discriminator Loss: 1.5813... Generator Loss: 1.3603
Epoch 1/1... Discriminator Loss: 1.6184... Generator Loss: 0.4263
Epoch 1/1... Discriminator Loss: 1.5875... Generator Loss: 1.5153
Epoch 1/1... Discriminator Loss: 1.4050... Generator Loss: 0.5339
Epoch 1/1... Discriminator Loss: 1.2864... Generator Loss: 1.0930
Epoch 1/1... Discriminator Loss: 1.3105... Generator Loss: 0.7088
Epoch 1/1... Discriminator Loss: 1.2902... Generator Loss: 0.9147
Epoch 1/1... Discriminator Loss: 1.3549... Generator Loss: 0.8200
Epoch 1/1... Discriminator Loss: 1.3341... Generator Loss: 0.8930
Epoch 1/1... Discriminator Loss: 1.3832... Generator Loss: 0.7284
Epoch 1/1... Discriminator Loss: 1.4183... Generator Loss: 0.8808
Epoch 1/1... Discriminator Loss: 1.3922... Generator Loss: 0.6899
Epoch 1/1... Discriminator Loss: 1.3475... Generator Loss: 0.8897

Epoch 1/1... Discriminator Loss: 1.2991... Generator Loss: 0.8028
Epoch 1/1... Discriminator Loss: 1.3316... Generator Loss: 0.7967
Epoch 1/1... Discriminator Loss: 1.3190... Generator Loss: 0.8695
Epoch 1/1... Discriminator Loss: 1.3710... Generator Loss: 0.7498
Epoch 1/1... Discriminator Loss: 1.3234... Generator Loss: 0.8819
Epoch 1/1... Discriminator Loss: 1.4095... Generator Loss: 0.7037
Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 0.8741
Epoch 1/1... Discriminator Loss: 1.3202... Generator Loss: 0.8438
Epoch 1/1... Discriminator Loss: 1.3669... Generator Loss: 0.7342
Epoch 1/1... Discriminator Loss: 1.2430... Generator Loss: 0.8732
Epoch 1/1... Discriminator Loss: 1.2818... Generator Loss: 0.7090
Epoch 1/1... Discriminator Loss: 1.2488... Generator Loss: 0.9818
Epoch 1/1... Discriminator Loss: 1.2925... Generator Loss: 0.8019
Epoch 1/1... Discriminator Loss: 1.3994... Generator Loss: 0.8377
Epoch 1/1... Discriminator Loss: 1.3888... Generator Loss: 0.7708
Epoch 1/1... Discriminator Loss: 1.4116... Generator Loss: 0.7641
Epoch 1/1... Discriminator Loss: 1.3421... Generator Loss: 1.0545
Epoch 1/1... Discriminator Loss: 1.5216... Generator Loss: 0.5220
Epoch 1/1... Discriminator Loss: 1.4748... Generator Loss: 0.9176
Epoch 1/1... Discriminator Loss: 1.4897... Generator Loss: 0.7388
Epoch 1/1... Discriminator Loss: 1.3101... Generator Loss: 0.7520
Epoch 1/1... Discriminator Loss: 1.2302... Generator Loss: 0.8345
Epoch 1/1... Discriminator Loss: 1.3035... Generator Loss: 0.9901
Epoch 1/1... Discriminator Loss: 1.3558... Generator Loss: 0.7592
Epoch 1/1... Discriminator Loss: 1.3476... Generator Loss: 1.0640
Epoch 1/1... Discriminator Loss: 1.5169... Generator Loss: 0.4787
Epoch 1/1... Discriminator Loss: 1.4905... Generator Loss: 1.3703
Epoch 1/1... Discriminator Loss: 1.4148... Generator Loss: 0.5422
Epoch 1/1... Discriminator Loss: 1.3391... Generator Loss: 0.9972
Epoch 1/1... Discriminator Loss: 1.4159... Generator Loss: 0.6604
Epoch 1/1... Discriminator Loss: 1.3408... Generator Loss: 0.9348
Epoch 1/1... Discriminator Loss: 1.4350... Generator Loss: 0.6236
Epoch 1/1... Discriminator Loss: 1.3476... Generator Loss: 1.0526
Epoch 1/1... Discriminator Loss: 1.3272... Generator Loss: 0.7004
Epoch 1/1... Discriminator Loss: 1.3643... Generator Loss: 0.8151
Epoch 1/1... Discriminator Loss: 1.3654... Generator Loss: 0.7404
Epoch 1/1... Discriminator Loss: 1.3431... Generator Loss: 0.9271
Epoch 1/1... Discriminator Loss: 1.3129... Generator Loss: 0.7738
Epoch 1/1... Discriminator Loss: 1.3053... Generator Loss: 0.8795
Epoch 1/1... Discriminator Loss: 1.3326... Generator Loss: 0.7641
Epoch 1/1... Discriminator Loss: 1.3473... Generator Loss: 0.8935
Epoch 1/1... Discriminator Loss: 1.3565... Generator Loss: 0.7235
Epoch 1/1... Discriminator Loss: 1.3007... Generator Loss: 0.9336
Epoch 1/1... Discriminator Loss: 1.3249... Generator Loss: 0.7836
Epoch 1/1... Discriminator Loss: 1.2913... Generator Loss: 0.9548
Epoch 1/1... Discriminator Loss: 1.2604... Generator Loss: 0.8133
Epoch 1/1... Discriminator Loss: 1.3008... Generator Loss: 0.9737
Epoch 1/1... Discriminator Loss: 1.3831... Generator Loss: 0.6210
Epoch 1/1... Discriminator Loss: 1.3709... Generator Loss: 1.1883
Epoch 1/1... Discriminator Loss: 1.3753... Generator Loss: 0.6074
Epoch 1/1... Discriminator Loss: 1.2711... Generator Loss: 1.1617
Epoch 1/1... Discriminator Loss: 1.4868... Generator Loss: 0.5127
Epoch 1/1... Discriminator Loss: 1.4562... Generator Loss: 0.8746
Epoch 1/1... Discriminator Loss: 1.3903... Generator Loss: 0.6222
Epoch 1/1... Discriminator Loss: 1.3842... Generator Loss: 1.0161
Epoch 1/1... Discriminator Loss: 1.4161... Generator Loss: 0.5855
Epoch 1/1... Discriminator Loss: 1.3322... Generator Loss: 1.0752
Epoch 1/1... Discriminator Loss: 1.4757... Generator Loss: 0.5739
Epoch 1/1... Discriminator Loss: 1.4339... Generator Loss: 1.0712
Epoch 1/1... Discriminator Loss: 1.4010... Generator Loss: 0.6257
Epoch 1/1... Discriminator Loss: 1.5100... Generator Loss: 0.8155
Epoch 1/1... Discriminator Loss: 1.3832... Generator Loss: 0.7693
Epoch 1/1... Discriminator Loss: 1.3966... Generator Loss: 0.7777
Epoch 1/1... Discriminator Loss: 1.3365... Generator Loss: 0.8935
Epoch 1/1... Discriminator Loss: 1.3115... Generator Loss: 0.9728
Epoch 1/1... Discriminator Loss: 1.3309... Generator Loss: 0.7075
Epoch 1/1... Discriminator Loss: 1.3822... Generator Loss: 1.0951
Epoch 1/1... Discriminator Loss: 1.4750... Generator Loss: 0.5591
Epoch 1/1... Discriminator Loss: 1.4842... Generator Loss: 1.1995
Epoch 1/1... Discriminator Loss: 1.4351... Generator Loss: 0.5805
Epoch 1/1... Discriminator Loss: 1.3736... Generator Loss: 0.9426
Epoch 1/1... Discriminator Loss: 1.3304... Generator Loss: 0.7048
Epoch 1/1... Discriminator Loss: 1.3089... Generator Loss: 0.9314
Epoch 1/1... Discriminator Loss: 1.2917... Generator Loss: 0.8178
Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.7906
Epoch 1/1... Discriminator Loss: 1.2410... Generator Loss: 0.9697
Epoch 1/1... Discriminator Loss: 1.2420... Generator Loss: 0.7649
Epoch 1/1... Discriminator Loss: 1.3497... Generator Loss: 0.7319
Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.9245
Epoch 1/1... Discriminator Loss: 1.4635... Generator Loss: 0.6373
Epoch 1/1... Discriminator Loss: 1.4016... Generator Loss: 1.0337
Epoch 1/1... Discriminator Loss: 1.3697... Generator Loss: 0.6579
Epoch 1/1... Discriminator Loss: 1.3676... Generator Loss: 1.0007
Epoch 1/1... Discriminator Loss: 1.4555... Generator Loss: 0.6037
Epoch 1/1... Discriminator Loss: 1.4545... Generator Loss: 0.8816
Epoch 1/1... Discriminator Loss: 1.4281... Generator Loss: 0.6439
Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 1.1917
Epoch 1/1... Discriminator Loss: 1.3575... Generator Loss: 0.6313
Epoch 1/1... Discriminator Loss: 1.2789... Generator Loss: 1.1001
Epoch 1/1... Discriminator Loss: 1.3792... Generator Loss: 0.6143
Epoch 1/1... Discriminator Loss: 1.4506... Generator Loss: 1.0018
Epoch 1/1... Discriminator Loss: 1.4555... Generator Loss: 0.5626
Epoch 1/1... Discriminator Loss: 1.3548... Generator Loss: 1.2373
Epoch 1/1... Discriminator Loss: 1.3723... Generator Loss: 0.6085
Epoch 1/1... Discriminator Loss: 1.4223... Generator Loss: 1.2296
Epoch 1/1... Discriminator Loss: 1.4672... Generator Loss: 0.5728
Epoch 1/1... Discriminator Loss: 1.4805... Generator Loss: 1.0094
Epoch 1/1... Discriminator Loss: 1.4092... Generator Loss: 0.6268
Epoch 1/1... Discriminator Loss: 1.3586... Generator Loss: 0.9786
Epoch 1/1... Discriminator Loss: 1.3948... Generator Loss: 0.5865

Epoch 1/1... Discriminator Loss: 1.2991... Generator Loss: 1.1567
Epoch 1/1... Discriminator Loss: 1.3866... Generator Loss: 0.6100
Epoch 1/1... Discriminator Loss: 1.3620... Generator Loss: 1.0282
Epoch 1/1... Discriminator Loss: 1.3696... Generator Loss: 0.6883
Epoch 1/1... Discriminator Loss: 1.3867... Generator Loss: 0.8643
Epoch 1/1... Discriminator Loss: 1.3966... Generator Loss: 0.7980
Epoch 1/1... Discriminator Loss: 1.4076... Generator Loss: 0.7151
Epoch 1/1... Discriminator Loss: 1.3217... Generator Loss: 0.8988
Epoch 1/1... Discriminator Loss: 1.3012... Generator Loss: 0.8029
Epoch 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.7930
Epoch 1/1... Discriminator Loss: 1.3282... Generator Loss: 0.8124
Epoch 1/1... Discriminator Loss: 1.3121... Generator Loss: 1.0214
Epoch 1/1... Discriminator Loss: 1.3073... Generator Loss: 0.6991
Epoch 1/1... Discriminator Loss: 1.2820... Generator Loss: 1.0383
Epoch 1/1... Discriminator Loss: 1.3309... Generator Loss: 0.7041
Epoch 1/1... Discriminator Loss: 1.3056... Generator Loss: 0.9377
Epoch 1/1... Discriminator Loss: 1.3657... Generator Loss: 0.8465
Epoch 1/1... Discriminator Loss: 1.5361... Generator Loss: 0.5529
Epoch 1/1... Discriminator Loss: 1.3176... Generator Loss: 1.0972
Epoch 1/1... Discriminator Loss: 1.3735... Generator Loss: 0.5979
Epoch 1/1... Discriminator Loss: 1.3064... Generator Loss: 1.3514
Epoch 1/1... Discriminator Loss: 1.3907... Generator Loss: 0.5477
Epoch 1/1... Discriminator Loss: 1.3559... Generator Loss: 1.1684
Epoch 1/1... Discriminator Loss: 1.3245... Generator Loss: 0.7370
Epoch 1/1... Discriminator Loss: 1.3063... Generator Loss: 0.8314
Epoch 1/1... Discriminator Loss: 1.3668... Generator Loss: 0.7537
Epoch 1/1... Discriminator Loss: 1.4370... Generator Loss: 0.7750
Epoch 1/1... Discriminator Loss: 1.2960... Generator Loss: 0.8820
Epoch 1/1... Discriminator Loss: 1.4003... Generator Loss: 0.6246
Epoch 1/1... Discriminator Loss: 1.3505... Generator Loss: 1.0834
Epoch 1/1... Discriminator Loss: 1.4307... Generator Loss: 0.5464
Epoch 1/1... Discriminator Loss: 1.4007... Generator Loss: 1.1681
Epoch 1/1... Discriminator Loss: 1.3917... Generator Loss: 0.5774
Epoch 1/1... Discriminator Loss: 1.3460... Generator Loss: 1.0853
Epoch 1/1... Discriminator Loss: 1.4720... Generator Loss: 0.5422
Epoch 1/1... Discriminator Loss: 1.4425... Generator Loss: 1.1473
Epoch 1/1... Discriminator Loss: 1.5405... Generator Loss: 0.4595
Epoch 1/1... Discriminator Loss: 1.4349... Generator Loss: 1.4670
Epoch 1/1... Discriminator Loss: 1.5542... Generator Loss: 0.4303
Epoch 1/1... Discriminator Loss: 1.5997... Generator Loss: 1.4027
Epoch 1/1... Discriminator Loss: 1.5258... Generator Loss: 0.5084
Epoch 1/1... Discriminator Loss: 1.3683... Generator Loss: 1.0078
Epoch 1/1... Discriminator Loss: 1.3951... Generator Loss: 0.6899
Epoch 1/1... Discriminator Loss: 1.2916... Generator Loss: 0.9452
Epoch 1/1... Discriminator Loss: 1.2911... Generator Loss: 0.7822
Epoch 1/1... Discriminator Loss: 1.2712... Generator Loss: 0.8823
Epoch 1/1... Discriminator Loss: 1.2885... Generator Loss: 0.8095
Epoch 1/1... Discriminator Loss: 1.2443... Generator Loss: 0.9196
Epoch 1/1... Discriminator Loss: 1.2233... Generator Loss: 0.7953
Epoch 1/1... Discriminator Loss: 1.3454... Generator Loss: 0.7379
Epoch 1/1... Discriminator Loss: 1.3216... Generator Loss: 0.8485
Epoch 1/1... Discriminator Loss: 1.3880... Generator Loss: 0.8351
Epoch 1/1... Discriminator Loss: 1.4409... Generator Loss: 0.6416
Epoch 1/1... Discriminator Loss: 1.3519... Generator Loss: 0.9910
Epoch 1/1... Discriminator Loss: 1.4104... Generator Loss: 0.6225
Epoch 1/1... Discriminator Loss: 1.3055... Generator Loss: 1.0176
Epoch 1/1... Discriminator Loss: 1.3850... Generator Loss: 0.6843
Epoch 1/1... Discriminator Loss: 1.3653... Generator Loss: 1.0115
Epoch 1/1... Discriminator Loss: 1.3503... Generator Loss: 0.7380
Epoch 1/1... Discriminator Loss: 1.3469... Generator Loss: 0.7774
Epoch 1/1... Discriminator Loss: 1.3722... Generator Loss: 0.6999
Epoch 1/1... Discriminator Loss: 1.3923... Generator Loss: 0.7429
Epoch 1/1... Discriminator Loss: 1.3854... Generator Loss: 1.0064
Epoch 1/1... Discriminator Loss: 1.3688... Generator Loss: 0.6364
Epoch 1/1... Discriminator Loss: 1.3981... Generator Loss: 1.0143
Epoch 1/1... Discriminator Loss: 1.4078... Generator Loss: 0.6365
Epoch 1/1... Discriminator Loss: 1.3430... Generator Loss: 0.9832
Epoch 1/1... Discriminator Loss: 1.3885... Generator Loss: 0.6471
Epoch 1/1... Discriminator Loss: 1.3656... Generator Loss: 0.8875
Epoch 1/1... Discriminator Loss: 1.3174... Generator Loss: 0.8612
Epoch 1/1... Discriminator Loss: 1.3485... Generator Loss: 0.8140
Epoch 1/1... Discriminator Loss: 1.3428... Generator Loss: 0.7943
Epoch 1/1... Discriminator Loss: 1.3658... Generator Loss: 0.8658
Epoch 1/1... Discriminator Loss: 1.3779... Generator Loss: 0.7126
Epoch 1/1... Discriminator Loss: 1.3339... Generator Loss: 1.0103
Epoch 1/1... Discriminator Loss: 1.2958... Generator Loss: 0.7199
Epoch 1/1... Discriminator Loss: 1.2452... Generator Loss: 1.1224
Epoch 1/1... Discriminator Loss: 1.3302... Generator Loss: 0.6790
Epoch 1/1... Discriminator Loss: 1.3725... Generator Loss: 0.8202
Epoch 1/1... Discriminator Loss: 1.3422... Generator Loss: 0.7793
Epoch 1/1... Discriminator Loss: 1.3353... Generator Loss: 0.7734
Epoch 1/1... Discriminator Loss: 1.3627... Generator Loss: 0.7965
Epoch 1/1... Discriminator Loss: 1.2986... Generator Loss: 0.7592
Epoch 1/1... Discriminator Loss: 1.2608... Generator Loss: 1.0228
Epoch 1/1... Discriminator Loss: 1.3816... Generator Loss: 0.5946
Epoch 1/1... Discriminator Loss: 1.2903... Generator Loss: 1.2558
Epoch 1/1... Discriminator Loss: 1.4416... Generator Loss: 0.5256
Epoch 1/1... Discriminator Loss: 1.4318... Generator Loss: 1.1661
Epoch 1/1... Discriminator Loss: 1.3746... Generator Loss: 0.6655
Epoch 1/1... Discriminator Loss: 1.3625... Generator Loss: 0.9722
Epoch 1/1... Discriminator Loss: 1.4597... Generator Loss: 0.5381
Epoch 1/1... Discriminator Loss: 1.3227... Generator Loss: 1.1288
Epoch 1/1... Discriminator Loss: 1.3991... Generator Loss: 0.6218
Epoch 1/1... Discriminator Loss: 1.3409... Generator Loss: 0.9916
Epoch 1/1... Discriminator Loss: 1.2509... Generator Loss: 0.7646
Epoch 1/1... Discriminator Loss: 1.3015... Generator Loss: 0.9595
Epoch 1/1... Discriminator Loss: 1.2879... Generator Loss: 0.7284
Epoch 1/1... Discriminator Loss: 1.3425... Generator Loss: 0.9718
Epoch 1/1... Discriminator Loss: 1.3466... Generator Loss: 0.6651
Epoch 1/1... Discriminator Loss: 1.4322... Generator Loss: 0.9045

Epoch 1/1... Discriminator Loss: 1.3544... Generator Loss: 0.6887
Epoch 1/1... Discriminator Loss: 1.3119... Generator Loss: 1.0393
Epoch 1/1... Discriminator Loss: 1.4261... Generator Loss: 0.5793
Epoch 1/1... Discriminator Loss: 1.3638... Generator Loss: 1.3182
Epoch 1/1... Discriminator Loss: 1.4430... Generator Loss: 0.5421
Epoch 1/1... Discriminator Loss: 1.3997... Generator Loss: 0.9874
Epoch 1/1... Discriminator Loss: 1.3605... Generator Loss: 0.7166
Epoch 1/1... Discriminator Loss: 1.3982... Generator Loss: 0.7570
Epoch 1/1... Discriminator Loss: 1.3618... Generator Loss: 0.8904
Epoch 1/1... Discriminator Loss: 1.3495... Generator Loss: 0.7023
Epoch 1/1... Discriminator Loss: 1.3537... Generator Loss: 0.9397
Epoch 1/1... Discriminator Loss: 1.3562... Generator Loss: 0.6728
Epoch 1/1... Discriminator Loss: 1.3298... Generator Loss: 0.9384
Epoch 1/1... Discriminator Loss: 1.3638... Generator Loss: 0.6060
Epoch 1/1... Discriminator Loss: 1.4127... Generator Loss: 1.1296
Epoch 1/1... Discriminator Loss: 1.5434... Generator Loss: 0.4692
Epoch 1/1... Discriminator Loss: 1.5368... Generator Loss: 1.2641
Epoch 1/1... Discriminator Loss: 1.4575... Generator Loss: 0.5566
Epoch 1/1... Discriminator Loss: 1.3743... Generator Loss: 1.0721
Epoch 1/1... Discriminator Loss: 1.3584... Generator Loss: 0.6735
Epoch 1/1... Discriminator Loss: 1.3632... Generator Loss: 0.8867
Epoch 1/1... Discriminator Loss: 1.3444... Generator Loss: 0.7603
Epoch 1/1... Discriminator Loss: 1.2845... Generator Loss: 0.8902
Epoch 1/1... Discriminator Loss: 1.3175... Generator Loss: 0.7202
Epoch 1/1... Discriminator Loss: 1.2677... Generator Loss: 0.9963
Epoch 1/1... Discriminator Loss: 1.3858... Generator Loss: 0.6302
Epoch 1/1... Discriminator Loss: 1.3861... Generator Loss: 1.2011
Epoch 1/1... Discriminator Loss: 1.4947... Generator Loss: 0.5098
Epoch 1/1... Discriminator Loss: 1.3608... Generator Loss: 0.9194
Epoch 1/1... Discriminator Loss: 1.3225... Generator Loss: 0.8000
Epoch 1/1... Discriminator Loss: 1.3248... Generator Loss: 0.8454
Epoch 1/1... Discriminator Loss: 1.3724... Generator Loss: 0.7452
Epoch 1/1... Discriminator Loss: 1.4142... Generator Loss: 0.8362
Epoch 1/1... Discriminator Loss: 1.3980... Generator Loss: 0.6966
Epoch 1/1... Discriminator Loss: 1.3450... Generator Loss: 0.8819
Epoch 1/1... Discriminator Loss: 1.3074... Generator Loss: 0.8255
Epoch 1/1... Discriminator Loss: 1.2929... Generator Loss: 0.8220
Epoch 1/1... Discriminator Loss: 1.3566... Generator Loss: 0.8125
Epoch 1/1... Discriminator Loss: 1.4147... Generator Loss: 0.7474
Epoch 1/1... Discriminator Loss: 1.4041... Generator Loss: 0.8230
Epoch 1/1... Discriminator Loss: 1.4210... Generator Loss: 0.7384
Epoch 1/1... Discriminator Loss: 1.3128... Generator Loss: 0.8435
Epoch 1/1... Discriminator Loss: 1.3352... Generator Loss: 0.7165
Epoch 1/1... Discriminator Loss: 1.2476... Generator Loss: 0.9905
Epoch 1/1... Discriminator Loss: 1.3506... Generator Loss: 0.6902
Epoch 1/1... Discriminator Loss: 1.2664... Generator Loss: 1.1319
Epoch 1/1... Discriminator Loss: 1.2989... Generator Loss: 0.6789
Epoch 1/1... Discriminator Loss: 1.2947... Generator Loss: 0.9828
Epoch 1/1... Discriminator Loss: 1.4052... Generator Loss: 0.6401
Epoch 1/1... Discriminator Loss: 1.4225... Generator Loss: 0.9199
Epoch 1/1... Discriminator Loss: 1.4639... Generator Loss: 0.6255
Epoch 1/1... Discriminator Loss: 1.4395... Generator Loss: 0.7884
Epoch 1/1... Discriminator Loss: 1.4405... Generator Loss: 0.7128
Epoch 1/1... Discriminator Loss: 1.3957... Generator Loss: 0.9274
Epoch 1/1... Discriminator Loss: 1.3348... Generator Loss: 0.7412
Epoch 1/1... Discriminator Loss: 1.2688... Generator Loss: 1.0032
Epoch 1/1... Discriminator Loss: 1.3126... Generator Loss: 0.7228
Epoch 1/1... Discriminator Loss: 1.2858... Generator Loss: 1.0113
Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.5971
Epoch 1/1... Discriminator Loss: 1.3403... Generator Loss: 1.1738
Epoch 1/1... Discriminator Loss: 1.4240... Generator Loss: 0.5336
Epoch 1/1... Discriminator Loss: 1.3190... Generator Loss: 1.0897
Epoch 1/1... Discriminator Loss: 1.2991... Generator Loss: 0.7563
Epoch 1/1... Discriminator Loss: 1.4141... Generator Loss: 0.6529
Epoch 1/1... Discriminator Loss: 1.4920... Generator Loss: 0.9574
Epoch 1/1... Discriminator Loss: 1.5592... Generator Loss: 0.4764
Epoch 1/1... Discriminator Loss: 1.4461... Generator Loss: 1.1755
Epoch 1/1... Discriminator Loss: 1.4592... Generator Loss: 0.5552
Epoch 1/1... Discriminator Loss: 1.3839... Generator Loss: 1.0866
Epoch 1/1... Discriminator Loss: 1.3412... Generator Loss: 0.6933
Epoch 1/1... Discriminator Loss: 1.2633... Generator Loss: 1.1212
Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.6397
Epoch 1/1... Discriminator Loss: 1.2642... Generator Loss: 0.9177
Epoch 1/1... Discriminator Loss: 1.3801... Generator Loss: 0.7881
Epoch 1/1... Discriminator Loss: 1.3229... Generator Loss: 0.8199
Epoch 1/1... Discriminator Loss: 1.3702... Generator Loss: 0.8732
Epoch 1/1... Discriminator Loss: 1.3599... Generator Loss: 0.6959
Epoch 1/1... Discriminator Loss: 1.3481... Generator Loss: 1.0320
Epoch 1/1... Discriminator Loss: 1.3752... Generator Loss: 0.5976
Epoch 1/1... Discriminator Loss: 1.3702... Generator Loss: 1.2684
Epoch 1/1... Discriminator Loss: 1.3523... Generator Loss: 0.6018
Epoch 1/1... Discriminator Loss: 1.3423... Generator Loss: 1.1498
Epoch 1/1... Discriminator Loss: 1.4369... Generator Loss: 0.5371
Epoch 1/1... Discriminator Loss: 1.5223... Generator Loss: 1.2025
Epoch 1/1... Discriminator Loss: 1.5463... Generator Loss: 0.4503
Epoch 1/1... Discriminator Loss: 1.4148... Generator Loss: 1.2170
Epoch 1/1... Discriminator Loss: 1.4268... Generator Loss: 0.5661
Epoch 1/1... Discriminator Loss: 1.3026... Generator Loss: 1.0781
Epoch 1/1... Discriminator Loss: 1.3340... Generator Loss: 0.7740
Epoch 1/1... Discriminator Loss: 1.3580... Generator Loss: 0.7998
Epoch 1/1... Discriminator Loss: 1.3477... Generator Loss: 0.8405
Epoch 1/1... Discriminator Loss: 1.3476... Generator Loss: 0.7407
Epoch 1/1... Discriminator Loss: 1.3380... Generator Loss: 0.9029
Epoch 1/1... Discriminator Loss: 1.3220... Generator Loss: 0.7124
Epoch 1/1... Discriminator Loss: 1.3149... Generator Loss: 0.9424
Epoch 1/1... Discriminator Loss: 1.3126... Generator Loss: 0.6998
Epoch 1/1... Discriminator Loss: 1.3568... Generator Loss: 0.9702
Epoch 1/1... Discriminator Loss: 1.3556... Generator Loss: 0.7049
Epoch 1/1... Discriminator Loss: 1.3438... Generator Loss: 0.8746
Epoch 1/1... Discriminator Loss: 1.3319... Generator Loss: 0.7008

Epoch 1/1... Discriminator Loss: 1.4156... Generator Loss: 0.8901
Epoch 1/1... Discriminator Loss: 1.4727... Generator Loss: 0.5947
Epoch 1/1... Discriminator Loss: 1.4217... Generator Loss: 1.0029
Epoch 1/1... Discriminator Loss: 1.3601... Generator Loss: 0.6309
Epoch 1/1... Discriminator Loss: 1.3165... Generator Loss: 1.1123
Epoch 1/1... Discriminator Loss: 1.4034... Generator Loss: 0.5943
Epoch 1/1... Discriminator Loss: 1.3715... Generator Loss: 1.0114
Epoch 1/1... Discriminator Loss: 1.4260... Generator Loss: 0.6245
Epoch 1/1... Discriminator Loss: 1.3337... Generator Loss: 1.0709
Epoch 1/1... Discriminator Loss: 1.3051... Generator Loss: 0.7686
Epoch 1/1... Discriminator Loss: 1.2865... Generator Loss: 0.9165
Epoch 1/1... Discriminator Loss: 1.3837... Generator Loss: 0.8143
Epoch 1/1... Discriminator Loss: 1.3471... Generator Loss: 0.6974
Epoch 1/1... Discriminator Loss: 1.3442... Generator Loss: 0.9568
Epoch 1/1... Discriminator Loss: 1.3249... Generator Loss: 0.7473
Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.8142
Epoch 1/1... Discriminator Loss: 1.3543... Generator Loss: 0.8621
Epoch 1/1... Discriminator Loss: 1.2925... Generator Loss: 0.8094
Epoch 1/1... Discriminator Loss: 1.3133... Generator Loss: 0.8627
Epoch 1/1... Discriminator Loss: 1.3835... Generator Loss: 0.8066
Epoch 1/1... Discriminator Loss: 1.3526... Generator Loss: 0.7558
Epoch 1/1... Discriminator Loss: 1.3369... Generator Loss: 0.9529
Epoch 1/1... Discriminator Loss: 1.3417... Generator Loss: 0.7507
Epoch 1/1... Discriminator Loss: 1.3774... Generator Loss: 0.8818
Epoch 1/1... Discriminator Loss: 1.4585... Generator Loss: 0.5854
Epoch 1/1... Discriminator Loss: 1.3741... Generator Loss: 1.0149
Epoch 1/1... Discriminator Loss: 1.3636... Generator Loss: 0.5998
Epoch 1/1... Discriminator Loss: 1.3275... Generator Loss: 0.9828
Epoch 1/1... Discriminator Loss: 1.3453... Generator Loss: 0.6986
Epoch 1/1... Discriminator Loss: 1.3724... Generator Loss: 0.8781
Epoch 1/1... Discriminator Loss: 1.3397... Generator Loss: 0.7724
Epoch 1/1... Discriminator Loss: 1.3987... Generator Loss: 0.7612
Epoch 1/1... Discriminator Loss: 1.3498... Generator Loss: 0.8992
Epoch 1/1... Discriminator Loss: 1.4087... Generator Loss: 0.6098
Epoch 1/1... Discriminator Loss: 1.3468... Generator Loss: 1.1560
Epoch 1/1... Discriminator Loss: 1.4136... Generator Loss: 0.6049
Epoch 1/1... Discriminator Loss: 1.3855... Generator Loss: 1.0256
Epoch 1/1... Discriminator Loss: 1.3234... Generator Loss: 0.7408
Epoch 1/1... Discriminator Loss: 1.3716... Generator Loss: 0.8974
Epoch 1/1... Discriminator Loss: 1.3381... Generator Loss: 0.6479
Epoch 1/1... Discriminator Loss: 1.3058... Generator Loss: 0.8901
Epoch 1/1... Discriminator Loss: 1.3258... Generator Loss: 0.8178
Epoch 1/1... Discriminator Loss: 1.3407... Generator Loss: 0.7849
Epoch 1/1... Discriminator Loss: 1.3767... Generator Loss: 0.8515
Epoch 1/1... Discriminator Loss: 1.4131... Generator Loss: 0.6662
Epoch 1/1... Discriminator Loss: 1.3687... Generator Loss: 1.1952
Epoch 1/1... Discriminator Loss: 1.4283... Generator Loss: 0.5758
Epoch 1/1... Discriminator Loss: 1.3267... Generator Loss: 1.1330
Epoch 1/1... Discriminator Loss: 1.3498... Generator Loss: 0.6583
Epoch 1/1... Discriminator Loss: 1.2165... Generator Loss: 0.9415
Epoch 1/1... Discriminator Loss: 1.2896... Generator Loss: 0.7798
Epoch 1/1... Discriminator Loss: 1.3622... Generator Loss: 0.7269
Epoch 1/1... Discriminator Loss: 1.3575... Generator Loss: 0.8600
Epoch 1/1... Discriminator Loss: 1.3396... Generator Loss: 0.7691
Epoch 1/1... Discriminator Loss: 1.3201... Generator Loss: 0.8704
Epoch 1/1... Discriminator Loss: 1.3248... Generator Loss: 0.7671
Epoch 1/1... Discriminator Loss: 1.3843... Generator Loss: 0.6830
Epoch 1/1... Discriminator Loss: 1.4466... Generator Loss: 0.9257
Epoch 1/1... Discriminator Loss: 1.5227... Generator Loss: 0.5056
Epoch 1/1... Discriminator Loss: 1.3815... Generator Loss: 1.2988
Epoch 1/1... Discriminator Loss: 1.5452... Generator Loss: 0.4717
Epoch 1/1... Discriminator Loss: 1.4688... Generator Loss: 1.3039
Epoch 1/1... Discriminator Loss: 1.3751... Generator Loss: 0.6011
Epoch 1/1... Discriminator Loss: 1.2691... Generator Loss: 1.1216
Epoch 1/1... Discriminator Loss: 1.3783... Generator Loss: 0.5910
Epoch 1/1... Discriminator Loss: 1.3434... Generator Loss: 1.0622
Epoch 1/1... Discriminator Loss: 1.3693... Generator Loss: 0.6830
Epoch 1/1... Discriminator Loss: 1.3450... Generator Loss: 0.8950
Epoch 1/1... Discriminator Loss: 1.3625... Generator Loss: 0.6187
Epoch 1/1... Discriminator Loss: 1.3592... Generator Loss: 1.1005
Epoch 1/1... Discriminator Loss: 1.3833... Generator Loss: 0.6266
Epoch 1/1... Discriminator Loss: 1.3193... Generator Loss: 1.0417
Epoch 1/1... Discriminator Loss: 1.3081... Generator Loss: 0.7486
Epoch 1/1... Discriminator Loss: 1.3480... Generator Loss: 0.8489
Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.7802
Epoch 1/1... Discriminator Loss: 1.3274... Generator Loss: 0.8437
Epoch 1/1... Discriminator Loss: 1.3087... Generator Loss: 0.7723
Epoch 1/1... Discriminator Loss: 1.3181... Generator Loss: 0.7951
Epoch 1/1... Discriminator Loss: 1.3632... Generator Loss: 0.8691
Epoch 1/1... Discriminator Loss: 1.4073... Generator Loss: 0.6348
Epoch 1/1... Discriminator Loss: 1.4183... Generator Loss: 1.0117
Epoch 1/1... Discriminator Loss: 1.3357... Generator Loss: 0.6955

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.